Day3_CyberSecurity.ipynb

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        "<a href=\"https://colab.research.google.com/github/vishymails/cyber_security_AIML/blob/main/Day3_CyberSecurity.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "\n",
        "columns = [\"duration\",\"protocoltype\",\"service\",\"flag\",\"srcbytes\",\"dstbytes\",\"land\", \"wrongfragment\",\"urgent\",\"hot\",\"numfailedlogins\",\"loggedin\", \"numcompromised\",\"rootshell\",\"suattempted\",\"numroot\",\"numfilecreations\", \"numshells\",\"numaccessfiles\",\"numoutboundcmds\",\"ishostlogin\",\n",
        "\"isguestlogin\",\"count\",\"srvcount\",\"serrorrate\", \"srvserrorrate\",\n",
        "\"rerrorrate\",\"srvrerrorrate\",\"samesrvrate\", \"diffsrvrate\", \"srvdiffhostrate\",\"dsthostcount\",\"dsthostsrvcount\",\"dsthostsamesrvrate\", \"dsthostdiffsrvrate\",\"dsthostsamesrcportrate\",\n",
        "\"dsthostsrvdiffhostrate\",\"dsthostserrorrate\",\"dsthostsrvserrorrate\",\n",
        "\"dsthostrerrorrate\",\"dsthostsrvrerrorrate\",\"attack\", \"lastflag\"]"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data = pd.read_csv(\"Train.txt\", sep=\",\", names=columns)"
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        "id": "gXyGKN1DYT9u"
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      "execution_count": 3,
      "outputs": []
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    {
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      "source": [
        "data_test = pd.read_csv(\"Test.txt\", sep=\",\", names = columns)\n",
        "\n"
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      "execution_count": 4,
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      "source": [
        "data.shape\n"
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            "text/plain": [
              "(125973, 43)"
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              "   duration protocoltype   service flag  srcbytes  dstbytes  land  \\\n",
              "0         0          tcp  ftp_data   SF       491         0     0   \n",
              "1         0          udp     other   SF       146         0     0   \n",
              "2         0          tcp   private   S0         0         0     0   \n",
              "3         0          tcp      http   SF       232      8153     0   \n",
              "4         0          tcp      http   SF       199       420     0   \n",
              "\n",
              "   wrongfragment  urgent  hot  ...  dsthostsamesrvrate  dsthostdiffsrvrate  \\\n",
              "0              0       0    0  ...                0.17                0.03   \n",
              "1              0       0    0  ...                0.00                0.60   \n",
              "2              0       0    0  ...                0.10                0.05   \n",
              "3              0       0    0  ...                1.00                0.00   \n",
              "4              0       0    0  ...                1.00                0.00   \n",
              "\n",
              "   dsthostsamesrcportrate  dsthostsrvdiffhostrate  dsthostserrorrate  \\\n",
              "0                    0.17                    0.00               0.00   \n",
              "1                    0.88                    0.00               0.00   \n",
              "2                    0.00                    0.00               1.00   \n",
              "3                    0.03                    0.04               0.03   \n",
              "4                    0.00                    0.00               0.00   \n",
              "\n",
              "   dsthostsrvserrorrate  dsthostrerrorrate  dsthostsrvrerrorrate   attack  \\\n",
              "0                  0.00               0.05                  0.00   normal   \n",
              "1                  0.00               0.00                  0.00   normal   \n",
              "2                  1.00               0.00                  0.00  neptune   \n",
              "3                  0.01               0.00                  0.01   normal   \n",
              "4                  0.00               0.00                  0.00   normal   \n",
              "\n",
              "   lastflag  \n",
              "0        20  \n",
              "1        15  \n",
              "2        19  \n",
              "3        21  \n",
              "4        21  \n",
              "\n",
              "[5 rows x 43 columns]"
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            "text/plain": [
              "           duration      srcbytes      dstbytes           land  wrongfragment  \\\n",
              "count  125973.00000  1.259730e+05  1.259730e+05  125973.000000  125973.000000   \n",
              "mean      287.14465  4.556674e+04  1.977911e+04       0.000198       0.022687   \n",
              "std      2604.51531  5.870331e+06  4.021269e+06       0.014086       0.253530   \n",
              "min         0.00000  0.000000e+00  0.000000e+00       0.000000       0.000000   \n",
              "25%         0.00000  0.000000e+00  0.000000e+00       0.000000       0.000000   \n",
              "50%         0.00000  4.400000e+01  0.000000e+00       0.000000       0.000000   \n",
              "75%         0.00000  2.760000e+02  5.160000e+02       0.000000       0.000000   \n",
              "max     42908.00000  1.379964e+09  1.309937e+09       1.000000       3.000000   \n",
              "\n",
              "              urgent            hot  numfailedlogins       loggedin  \\\n",
              "count  125973.000000  125973.000000    125973.000000  125973.000000   \n",
              "mean        0.000111       0.204409         0.001222       0.395736   \n",
              "std         0.014366       2.149968         0.045239       0.489010   \n",
              "min         0.000000       0.000000         0.000000       0.000000   \n",
              "25%         0.000000       0.000000         0.000000       0.000000   \n",
              "50%         0.000000       0.000000         0.000000       0.000000   \n",
              "75%         0.000000       0.000000         0.000000       1.000000   \n",
              "max         3.000000      77.000000         5.000000       1.000000   \n",
              "\n",
              "       numcompromised  ...  dsthostsrvcount  dsthostsamesrvrate  \\\n",
              "count   125973.000000  ...    125973.000000       125973.000000   \n",
              "mean         0.279250  ...       115.653005            0.521242   \n",
              "std         23.942042  ...       110.702741            0.448949   \n",
              "min          0.000000  ...         0.000000            0.000000   \n",
              "25%          0.000000  ...        10.000000            0.050000   \n",
              "50%          0.000000  ...        63.000000            0.510000   \n",
              "75%          0.000000  ...       255.000000            1.000000   \n",
              "max       7479.000000  ...       255.000000            1.000000   \n",
              "\n",
              "       dsthostdiffsrvrate  dsthostsamesrcportrate  dsthostsrvdiffhostrate  \\\n",
              "count       125973.000000           125973.000000           125973.000000   \n",
              "mean             0.082951                0.148379                0.032542   \n",
              "std              0.188922                0.308997                0.112564   \n",
              "min              0.000000                0.000000                0.000000   \n",
              "25%              0.000000                0.000000                0.000000   \n",
              "50%              0.020000                0.000000                0.000000   \n",
              "75%              0.070000                0.060000                0.020000   \n",
              "max              1.000000                1.000000                1.000000   \n",
              "\n",
              "       dsthostserrorrate  dsthostsrvserrorrate  dsthostrerrorrate  \\\n",
              "count      125973.000000         125973.000000      125973.000000   \n",
              "mean            0.284452              0.278485           0.118832   \n",
              "std             0.444784              0.445669           0.306557   \n",
              "min             0.000000              0.000000           0.000000   \n",
              "25%             0.000000              0.000000           0.000000   \n",
              "50%             0.000000              0.000000           0.000000   \n",
              "75%             1.000000              1.000000           0.000000   \n",
              "max             1.000000              1.000000           1.000000   \n",
              "\n",
              "       dsthostsrvrerrorrate       lastflag  \n",
              "count         125973.000000  125973.000000  \n",
              "mean               0.120240      19.504060  \n",
              "std                0.319459       2.291503  \n",
              "min                0.000000       0.000000  \n",
              "25%                0.000000      18.000000  \n",
              "50%                0.000000      20.000000  \n",
              "75%                0.000000      21.000000  \n",
              "max                1.000000      21.000000  \n",
              "\n",
              "[8 rows x 39 columns]"
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>duration</th>\n",
              "      <th>srcbytes</th>\n",
              "      <th>dstbytes</th>\n",
              "      <th>land</th>\n",
              "      <th>wrongfragment</th>\n",
              "      <th>urgent</th>\n",
              "      <th>hot</th>\n",
              "      <th>numfailedlogins</th>\n",
              "      <th>loggedin</th>\n",
              "      <th>numcompromised</th>\n",
              "      <th>...</th>\n",
              "      <th>dsthostsrvcount</th>\n",
              "      <th>dsthostsamesrvrate</th>\n",
              "      <th>dsthostdiffsrvrate</th>\n",
              "      <th>dsthostsamesrcportrate</th>\n",
              "      <th>dsthostsrvdiffhostrate</th>\n",
              "      <th>dsthostserrorrate</th>\n",
              "      <th>dsthostsrvserrorrate</th>\n",
              "      <th>dsthostrerrorrate</th>\n",
              "      <th>dsthostsrvrerrorrate</th>\n",
              "      <th>lastflag</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>125973.00000</td>\n",
              "      <td>1.259730e+05</td>\n",
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              "      <td>125973.000000</td>\n",
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              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>287.14465</td>\n",
              "      <td>4.556674e+04</td>\n",
              "      <td>1.977911e+04</td>\n",
              "      <td>0.000198</td>\n",
              "      <td>0.022687</td>\n",
              "      <td>0.000111</td>\n",
              "      <td>0.204409</td>\n",
              "      <td>0.001222</td>\n",
              "      <td>0.395736</td>\n",
              "      <td>0.279250</td>\n",
              "      <td>...</td>\n",
              "      <td>115.653005</td>\n",
              "      <td>0.521242</td>\n",
              "      <td>0.082951</td>\n",
              "      <td>0.148379</td>\n",
              "      <td>0.032542</td>\n",
              "      <td>0.284452</td>\n",
              "      <td>0.278485</td>\n",
              "      <td>0.118832</td>\n",
              "      <td>0.120240</td>\n",
              "      <td>19.504060</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>2604.51531</td>\n",
              "      <td>5.870331e+06</td>\n",
              "      <td>4.021269e+06</td>\n",
              "      <td>0.014086</td>\n",
              "      <td>0.253530</td>\n",
              "      <td>0.014366</td>\n",
              "      <td>2.149968</td>\n",
              "      <td>0.045239</td>\n",
              "      <td>0.489010</td>\n",
              "      <td>23.942042</td>\n",
              "      <td>...</td>\n",
              "      <td>110.702741</td>\n",
              "      <td>0.448949</td>\n",
              "      <td>0.188922</td>\n",
              "      <td>0.308997</td>\n",
              "      <td>0.112564</td>\n",
              "      <td>0.444784</td>\n",
              "      <td>0.445669</td>\n",
              "      <td>0.306557</td>\n",
              "      <td>0.319459</td>\n",
              "      <td>2.291503</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>0.00000</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>0.050000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>18.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>0.00000</td>\n",
              "      <td>4.400000e+01</td>\n",
              "      <td>0.000000e+00</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>63.000000</td>\n",
              "      <td>0.510000</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>20.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>0.00000</td>\n",
              "      <td>2.760000e+02</td>\n",
              "      <td>5.160000e+02</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>255.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.070000</td>\n",
              "      <td>0.060000</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>21.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>42908.00000</td>\n",
              "      <td>1.379964e+09</td>\n",
              "      <td>1.309937e+09</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>77.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>7479.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>255.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>21.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>8 rows × 39 columns</p>\n",
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              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-25786b4c-52c7-4240-81f7-cd361b07178f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.info()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aHcxTZl-Y5fn",
        "outputId": "5f6ab03b-a629-4559-9c1f-86e5a9366af0"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 125973 entries, 0 to 125972\n",
            "Data columns (total 43 columns):\n",
            " #   Column                  Non-Null Count   Dtype  \n",
            "---  ------                  --------------   -----  \n",
            " 0   duration                125973 non-null  int64  \n",
            " 1   protocoltype            125973 non-null  object \n",
            " 2   service                 125973 non-null  object \n",
            " 3   flag                    125973 non-null  object \n",
            " 4   srcbytes                125973 non-null  int64  \n",
            " 5   dstbytes                125973 non-null  int64  \n",
            " 6   land                    125973 non-null  int64  \n",
            " 7   wrongfragment           125973 non-null  int64  \n",
            " 8   urgent                  125973 non-null  int64  \n",
            " 9   hot                     125973 non-null  int64  \n",
            " 10  numfailedlogins         125973 non-null  int64  \n",
            " 11  loggedin                125973 non-null  int64  \n",
            " 12  numcompromised          125973 non-null  int64  \n",
            " 13  rootshell               125973 non-null  int64  \n",
            " 14  suattempted             125973 non-null  int64  \n",
            " 15  numroot                 125973 non-null  int64  \n",
            " 16  numfilecreations        125973 non-null  int64  \n",
            " 17  numshells               125973 non-null  int64  \n",
            " 18  numaccessfiles          125973 non-null  int64  \n",
            " 19  numoutboundcmds         125973 non-null  int64  \n",
            " 20  ishostlogin             125973 non-null  int64  \n",
            " 21  isguestlogin            125973 non-null  int64  \n",
            " 22  count                   125973 non-null  int64  \n",
            " 23  srvcount                125973 non-null  int64  \n",
            " 24  serrorrate              125973 non-null  float64\n",
            " 25  srvserrorrate           125973 non-null  float64\n",
            " 26  rerrorrate              125973 non-null  float64\n",
            " 27  srvrerrorrate           125973 non-null  float64\n",
            " 28  samesrvrate             125973 non-null  float64\n",
            " 29  diffsrvrate             125973 non-null  float64\n",
            " 30  srvdiffhostrate         125973 non-null  float64\n",
            " 31  dsthostcount            125973 non-null  int64  \n",
            " 32  dsthostsrvcount         125973 non-null  int64  \n",
            " 33  dsthostsamesrvrate      125973 non-null  float64\n",
            " 34  dsthostdiffsrvrate      125973 non-null  float64\n",
            " 35  dsthostsamesrcportrate  125973 non-null  float64\n",
            " 36  dsthostsrvdiffhostrate  125973 non-null  float64\n",
            " 37  dsthostserrorrate       125973 non-null  float64\n",
            " 38  dsthostsrvserrorrate    125973 non-null  float64\n",
            " 39  dsthostrerrorrate       125973 non-null  float64\n",
            " 40  dsthostsrvrerrorrate    125973 non-null  float64\n",
            " 41  attack                  125973 non-null  object \n",
            " 42  lastflag                125973 non-null  int64  \n",
            "dtypes: float64(15), int64(24), object(4)\n",
            "memory usage: 41.3+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data[['land', 'urgent', 'numfailedlogins', 'numoutboundcmds']].describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "5pMn9c8TZBTj",
        "outputId": "82e3f7cb-af1a-47f8-c868-b05bf0ceeefb"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                land         urgent  numfailedlogins  numoutboundcmds\n",
              "count  125973.000000  125973.000000    125973.000000         125973.0\n",
              "mean        0.000198       0.000111         0.001222              0.0\n",
              "std         0.014086       0.014366         0.045239              0.0\n",
              "min         0.000000       0.000000         0.000000              0.0\n",
              "25%         0.000000       0.000000         0.000000              0.0\n",
              "50%         0.000000       0.000000         0.000000              0.0\n",
              "75%         0.000000       0.000000         0.000000              0.0\n",
              "max         1.000000       3.000000         5.000000              0.0"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4ea99ac7-a88a-4b65-907b-79535218fba2\" class=\"colab-df-container\">\n",
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              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>land</th>\n",
              "      <th>urgent</th>\n",
              "      <th>numfailedlogins</th>\n",
              "      <th>numoutboundcmds</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.000000</td>\n",
              "      <td>125973.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>0.000198</td>\n",
              "      <td>0.000111</td>\n",
              "      <td>0.001222</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>0.014086</td>\n",
              "      <td>0.014366</td>\n",
              "      <td>0.045239</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.0</td>\n",
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              "  </tbody>\n",
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              "    <div class=\"colab-df-buttons\">\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      display: none;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "\n",
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              "        document.querySelector('#df-4ea99ac7-a88a-4b65-907b-79535218fba2 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-4ea99ac7-a88a-4b65-907b-79535218fba2');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        docLink.innerHTML = docLinkHtml;\n",
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              "\n",
              "\n",
              "<div id=\"df-4d5f18c8-4e2c-4e3d-b404-ac5b8c81bec5\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4d5f18c8-4e2c-4e3d-b404-ac5b8c81bec5')\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-4d5f18c8-4e2c-4e3d-b404-ac5b8c81bec5 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"data[['land', 'urgent', 'numfailedlogins', 'numoutboundcmds']]\",\n  \"rows\": 8,\n  \"fields\": [\n    {\n      \"column\": \"land\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 44538.13004547007,\n        \"min\": 0.0,\n        \"max\": 125973.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.00019845522453224102,\n          1.0,\n          0.014086071671513097\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"urgent\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 44538.02903147,\n        \"min\": 0.0,\n        \"max\": 125973.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.00011113492573805498,\n          3.0,\n          0.014366026620154234\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"numfailedlogins\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 44537.926422666824,\n        \"min\": 0.0,\n        \"max\": 125973.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.0012224841831186047,\n          5.0,\n          0.04523913898132981\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"numoutboundcmds\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 44538.18127320648,\n        \"min\": 0.0,\n        \"max\": 125973.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0.0,\n          125973.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.drop(['land', 'urgent', 'numfailedlogins', 'numoutboundcmds'], axis=1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 444
        },
        "id": "lBrVfCknaALK",
        "outputId": "f5445d04-1888-4ca6-99db-c2c6921ac306"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        duration protocoltype   service flag  srcbytes  dstbytes  \\\n",
              "0              0          tcp  ftp_data   SF       491         0   \n",
              "1              0          udp     other   SF       146         0   \n",
              "2              0          tcp   private   S0         0         0   \n",
              "3              0          tcp      http   SF       232      8153   \n",
              "4              0          tcp      http   SF       199       420   \n",
              "...          ...          ...       ...  ...       ...       ...   \n",
              "125968         0          tcp   private   S0         0         0   \n",
              "125969         8          udp   private   SF       105       145   \n",
              "125970         0          tcp      smtp   SF      2231       384   \n",
              "125971         0          tcp    klogin   S0         0         0   \n",
              "125972         0          tcp  ftp_data   SF       151         0   \n",
              "\n",
              "        wrongfragment  hot  loggedin  numcompromised  ...  dsthostsamesrvrate  \\\n",
              "0                   0    0         0               0  ...                0.17   \n",
              "1                   0    0         0               0  ...                0.00   \n",
              "2                   0    0         0               0  ...                0.10   \n",
              "3                   0    0         1               0  ...                1.00   \n",
              "4                   0    0         1               0  ...                1.00   \n",
              "...               ...  ...       ...             ...  ...                 ...   \n",
              "125968              0    0         0               0  ...                0.10   \n",
              "125969              0    0         0               0  ...                0.96   \n",
              "125970              0    0         1               0  ...                0.12   \n",
              "125971              0    0         0               0  ...                0.03   \n",
              "125972              0    0         1               0  ...                0.30   \n",
              "\n",
              "        dsthostdiffsrvrate  dsthostsamesrcportrate  dsthostsrvdiffhostrate  \\\n",
              "0                     0.03                    0.17                    0.00   \n",
              "1                     0.60                    0.88                    0.00   \n",
              "2                     0.05                    0.00                    0.00   \n",
              "3                     0.00                    0.03                    0.04   \n",
              "4                     0.00                    0.00                    0.00   \n",
              "...                    ...                     ...                     ...   \n",
              "125968                0.06                    0.00                    0.00   \n",
              "125969                0.01                    0.01                    0.00   \n",
              "125970                0.06                    0.00                    0.00   \n",
              "125971                0.05                    0.00                    0.00   \n",
              "125972                0.03                    0.30                    0.00   \n",
              "\n",
              "        dsthostserrorrate  dsthostsrvserrorrate  dsthostrerrorrate  \\\n",
              "0                    0.00                  0.00               0.05   \n",
              "1                    0.00                  0.00               0.00   \n",
              "2                    1.00                  1.00               0.00   \n",
              "3                    0.03                  0.01               0.00   \n",
              "4                    0.00                  0.00               0.00   \n",
              "...                   ...                   ...                ...   \n",
              "125968               1.00                  1.00               0.00   \n",
              "125969               0.00                  0.00               0.00   \n",
              "125970               0.72                  0.00               0.01   \n",
              "125971               1.00                  1.00               0.00   \n",
              "125972               0.00                  0.00               0.00   \n",
              "\n",
              "        dsthostsrvrerrorrate   attack  lastflag  \n",
              "0                       0.00   normal        20  \n",
              "1                       0.00   normal        15  \n",
              "2                       0.00  neptune        19  \n",
              "3                       0.01   normal        21  \n",
              "4                       0.00   normal        21  \n",
              "...                      ...      ...       ...  \n",
              "125968                  0.00  neptune        20  \n",
              "125969                  0.00   normal        21  \n",
              "125970                  0.00   normal        18  \n",
              "125971                  0.00  neptune        20  \n",
              "125972                  0.00   normal        21  \n",
              "\n",
              "[125973 rows x 39 columns]"
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              "<p>125973 rows × 39 columns</p>\n",
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              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-9f5356a6-d9fb-48cb-937f-8fbf2fefa1b4 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "T6H2aMC4aSwI",
        "outputId": "37564320-fd38-4599-ca32-86f3e6d3557b"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(125973, 43)"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.drop(['land', 'urgent', 'numfailedlogins', 'numoutboundcmds'], axis=1, inplace=True)"
      ],
      "metadata": {
        "id": "Tw91z6OraVqk"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZLPGidFKae-Z",
        "outputId": "3f2c94bf-6626-428a-8b6b-d7ebb92daa14"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(125973, 39)"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mmnDIOrmagCe",
        "outputId": "415fe564-3f59-4542-ec1f-73347c14311a"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "duration                  0\n",
              "protocoltype              0\n",
              "service                   0\n",
              "flag                      0\n",
              "srcbytes                  0\n",
              "dstbytes                  0\n",
              "wrongfragment             0\n",
              "hot                       0\n",
              "loggedin                  0\n",
              "numcompromised            0\n",
              "rootshell                 0\n",
              "suattempted               0\n",
              "numroot                   0\n",
              "numfilecreations          0\n",
              "numshells                 0\n",
              "numaccessfiles            0\n",
              "ishostlogin               0\n",
              "isguestlogin              0\n",
              "count                     0\n",
              "srvcount                  0\n",
              "serrorrate                0\n",
              "srvserrorrate             0\n",
              "rerrorrate                0\n",
              "srvrerrorrate             0\n",
              "samesrvrate               0\n",
              "diffsrvrate               0\n",
              "srvdiffhostrate           0\n",
              "dsthostcount              0\n",
              "dsthostsrvcount           0\n",
              "dsthostsamesrvrate        0\n",
              "dsthostdiffsrvrate        0\n",
              "dsthostsamesrcportrate    0\n",
              "dsthostsrvdiffhostrate    0\n",
              "dsthostserrorrate         0\n",
              "dsthostsrvserrorrate      0\n",
              "dsthostrerrorrate         0\n",
              "dsthostsrvrerrorrate      0\n",
              "attack                    0\n",
              "lastflag                  0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(data.dropna(axis=1).shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i0xI0vRtam6p",
        "outputId": "2684309c-7930-4c0b-c07d-a015cf8d73aa"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(125973, 39)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "clean_data = data.dropna(axis=1)"
      ],
      "metadata": {
        "id": "eyPhzlXlayiA"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "clean_data.select_dtypes(exclude = [np.number])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "A97d_J_ba4HO",
        "outputId": "6d277351-3055-4e54-9ea2-134bb55b6d1b"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       protocoltype   service flag   attack\n",
              "0               tcp  ftp_data   SF   normal\n",
              "1               udp     other   SF   normal\n",
              "2               tcp   private   S0  neptune\n",
              "3               tcp      http   SF   normal\n",
              "4               tcp      http   SF   normal\n",
              "...             ...       ...  ...      ...\n",
              "125968          tcp   private   S0  neptune\n",
              "125969          udp   private   SF   normal\n",
              "125970          tcp      smtp   SF   normal\n",
              "125971          tcp    klogin   S0  neptune\n",
              "125972          tcp  ftp_data   SF   normal\n",
              "\n",
              "[125973 rows x 4 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e932b5fc-fa3d-4170-a815-ca65e0d1bd29\" class=\"colab-df-container\">\n",
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              "      <td>ftp_data</td>\n",
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              "      <td>normal</td>\n",
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              "      <th>1</th>\n",
              "      <td>udp</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>tcp</td>\n",
              "      <td>private</td>\n",
              "      <td>S0</td>\n",
              "      <td>neptune</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
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              "    <tr>\n",
              "      <th>125968</th>\n",
              "      <td>tcp</td>\n",
              "      <td>private</td>\n",
              "      <td>S0</td>\n",
              "      <td>neptune</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125969</th>\n",
              "      <td>udp</td>\n",
              "      <td>private</td>\n",
              "      <td>SF</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125970</th>\n",
              "      <td>tcp</td>\n",
              "      <td>smtp</td>\n",
              "      <td>SF</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125971</th>\n",
              "      <td>tcp</td>\n",
              "      <td>klogin</td>\n",
              "      <td>S0</td>\n",
              "      <td>neptune</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125972</th>\n",
              "      <td>tcp</td>\n",
              "      <td>ftp_data</td>\n",
              "      <td>SF</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>125973 rows × 4 columns</p>\n",
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              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-e932b5fc-fa3d-4170-a815-ca65e0d1bd29 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-e932b5fc-fa3d-4170-a815-ca65e0d1bd29');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-cdc39612-00ef-41f9-a291-6d7462834d88\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-cdc39612-00ef-41f9-a291-6d7462834d88')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-cdc39612-00ef-41f9-a291-6d7462834d88 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "clean_data.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "48gT7wTUa_WG",
        "outputId": "a49f66b9-306a-4d7b-91da-ac1a908f31bf"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(125973, 39)"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data['attack'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kOYzBF2ybE-w",
        "outputId": "fd8a8394-8a8c-48bb-b75e-bd80eae30e27"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['normal', 'neptune', 'warezclient', 'ipsweep', 'portsweep',\n",
              "       'teardrop', 'nmap', 'satan', 'smurf', 'pod', 'back',\n",
              "       'guess_passwd', 'ftp_write', 'multihop', 'rootkit',\n",
              "       'buffer_overflow', 'imap', 'warezmaster', 'phf', 'land',\n",
              "       'loadmodule', 'spy', 'perl'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.where(data['attack']!= \"normal\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OK36FklpbL64",
        "outputId": "11c8fb9c-8ffb-4e88-b532-7e630b7a3bc7"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([     2,      5,      6, ..., 125966, 125968, 125971]),)"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.where(data['attack']!= \"normal\", \"attack\", \"normal\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oszM0oFMbe9a",
        "outputId": "da8f1216-a4f0-44c5-f178-eb8da8db00f6"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['normal', 'normal', 'attack', ..., 'normal', 'attack', 'normal'],\n",
              "      dtype='<U6')"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data['attack'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zQbv1LkYbuiI",
        "outputId": "deb48ca8-3bbc-4319-8239-dd3aaf937e40"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['normal', 'neptune', 'warezclient', 'ipsweep', 'portsweep',\n",
              "       'teardrop', 'nmap', 'satan', 'smurf', 'pod', 'back',\n",
              "       'guess_passwd', 'ftp_write', 'multihop', 'rootkit',\n",
              "       'buffer_overflow', 'imap', 'warezmaster', 'phf', 'land',\n",
              "       'loadmodule', 'spy', 'perl'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data['attack'] = np.where(data['attack']!= \"normal\", \"attack\", \"normal\")"
      ],
      "metadata": {
        "id": "P6aH4Lt0b4Ib"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data['attack'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZXjZYKvQcAdI",
        "outputId": "14b8bce4-9052-402b-a87a-e6269c69b52f"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['normal', 'attack'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.select_dtypes(exclude = [np.number])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "tfJFDX8ucDXZ",
        "outputId": "1567abbd-1e65-47d1-f5c2-c70787377a15"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       protocoltype   service flag  attack\n",
              "0               tcp  ftp_data   SF  normal\n",
              "1               udp     other   SF  normal\n",
              "2               tcp   private   S0  attack\n",
              "3               tcp      http   SF  normal\n",
              "4               tcp      http   SF  normal\n",
              "...             ...       ...  ...     ...\n",
              "125968          tcp   private   S0  attack\n",
              "125969          udp   private   SF  normal\n",
              "125970          tcp      smtp   SF  normal\n",
              "125971          tcp    klogin   S0  attack\n",
              "125972          tcp  ftp_data   SF  normal\n",
              "\n",
              "[125973 rows x 4 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9161e67f-c78f-4d72-8935-c28154ef1def\" class=\"colab-df-container\">\n",
              "    <div>\n",
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              "      <th>0</th>\n",
              "      <td>tcp</td>\n",
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              "      <td>SF</td>\n",
              "      <td>normal</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>udp</td>\n",
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              "      <td>normal</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>tcp</td>\n",
              "      <td>private</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>tcp</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>tcp</td>\n",
              "      <td>http</td>\n",
              "      <td>SF</td>\n",
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              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125968</th>\n",
              "      <td>tcp</td>\n",
              "      <td>private</td>\n",
              "      <td>S0</td>\n",
              "      <td>attack</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125969</th>\n",
              "      <td>udp</td>\n",
              "      <td>private</td>\n",
              "      <td>SF</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125970</th>\n",
              "      <td>tcp</td>\n",
              "      <td>smtp</td>\n",
              "      <td>SF</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125971</th>\n",
              "      <td>tcp</td>\n",
              "      <td>klogin</td>\n",
              "      <td>S0</td>\n",
              "      <td>attack</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125972</th>\n",
              "      <td>tcp</td>\n",
              "      <td>ftp_data</td>\n",
              "      <td>SF</td>\n",
              "      <td>normal</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>125973 rows × 4 columns</p>\n",
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              "                                                    [key], {});\n",
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              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "\n",
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              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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              "\n",
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              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
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              "      border-color: transparent;\n",
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              "  }\n",
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              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-7848eafe-f167-4b64-a421-72e79c1a9673 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe"
            }
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# convert object column to numerical type\n",
        "\n"
      ],
      "metadata": {
        "id": "QfuqdEPHcK4W"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.preprocessing import LabelEncoder\n",
        "\n",
        "le = LabelEncoder()\n",
        "\n",
        "data['protocoltype'] = le.fit_transform(data['protocoltype'])"
      ],
      "metadata": {
        "id": "-cU0c9Crfphl"
      },
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data['service'] = le.fit_transform(data['service'])\n",
        "\n",
        "data['flag'] = le.fit_transform(data['flag'])\n",
        "\n",
        "data['attack'] = le.fit_transform(data['attack'])"
      ],
      "metadata": {
        "id": "kwLCS5xegIIh"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vUUXwAGogTz5",
        "outputId": "62798088-a783-4d87-969c-610f70f0bbd4"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 125973 entries, 0 to 125972\n",
            "Data columns (total 39 columns):\n",
            " #   Column                  Non-Null Count   Dtype  \n",
            "---  ------                  --------------   -----  \n",
            " 0   duration                125973 non-null  int64  \n",
            " 1   protocoltype            125973 non-null  int64  \n",
            " 2   service                 125973 non-null  int64  \n",
            " 3   flag                    125973 non-null  int64  \n",
            " 4   srcbytes                125973 non-null  int64  \n",
            " 5   dstbytes                125973 non-null  int64  \n",
            " 6   wrongfragment           125973 non-null  int64  \n",
            " 7   hot                     125973 non-null  int64  \n",
            " 8   loggedin                125973 non-null  int64  \n",
            " 9   numcompromised          125973 non-null  int64  \n",
            " 10  rootshell               125973 non-null  int64  \n",
            " 11  suattempted             125973 non-null  int64  \n",
            " 12  numroot                 125973 non-null  int64  \n",
            " 13  numfilecreations        125973 non-null  int64  \n",
            " 14  numshells               125973 non-null  int64  \n",
            " 15  numaccessfiles          125973 non-null  int64  \n",
            " 16  ishostlogin             125973 non-null  int64  \n",
            " 17  isguestlogin            125973 non-null  int64  \n",
            " 18  count                   125973 non-null  int64  \n",
            " 19  srvcount                125973 non-null  int64  \n",
            " 20  serrorrate              125973 non-null  float64\n",
            " 21  srvserrorrate           125973 non-null  float64\n",
            " 22  rerrorrate              125973 non-null  float64\n",
            " 23  srvrerrorrate           125973 non-null  float64\n",
            " 24  samesrvrate             125973 non-null  float64\n",
            " 25  diffsrvrate             125973 non-null  float64\n",
            " 26  srvdiffhostrate         125973 non-null  float64\n",
            " 27  dsthostcount            125973 non-null  int64  \n",
            " 28  dsthostsrvcount         125973 non-null  int64  \n",
            " 29  dsthostsamesrvrate      125973 non-null  float64\n",
            " 30  dsthostdiffsrvrate      125973 non-null  float64\n",
            " 31  dsthostsamesrcportrate  125973 non-null  float64\n",
            " 32  dsthostsrvdiffhostrate  125973 non-null  float64\n",
            " 33  dsthostserrorrate       125973 non-null  float64\n",
            " 34  dsthostsrvserrorrate    125973 non-null  float64\n",
            " 35  dsthostrerrorrate       125973 non-null  float64\n",
            " 36  dsthostsrvrerrorrate    125973 non-null  float64\n",
            " 37  attack                  125973 non-null  int64  \n",
            " 38  lastflag                125973 non-null  int64  \n",
            "dtypes: float64(15), int64(24)\n",
            "memory usage: 37.5 MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(20,10))\n",
        "\n",
        "sns.heatmap(data.corr())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 757
        },
        "id": "v1prPFq-gWaY",
        "outputId": "855e4a03-4446-4b5d-a493-8392600b6f6c"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 33
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.preprocessing import MinMaxScaler\n",
        "\n",
        "scaler = MinMaxScaler()\n",
        "\n",
        "X = data.drop('attack', axis=1)\n",
        "\n",
        "X.fillna(0, inplace=True)\n",
        "\n",
        "X_scaled = scaler.fit_transform(X)\n",
        "\n",
        "X_scaled"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y5cJKTC7g_uR",
        "outputId": "573e3168-0d05-4691-ad34-38eb2f5d8192"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0.        , 0.5       , 0.28985507, ..., 0.05      , 0.        ,\n",
              "        0.95238095],\n",
              "       [0.        , 1.        , 0.63768116, ..., 0.        , 0.        ,\n",
              "        0.71428571],\n",
              "       [0.        , 0.5       , 0.71014493, ..., 0.        , 0.        ,\n",
              "        0.9047619 ],\n",
              "       ...,\n",
              "       [0.        , 0.5       , 0.7826087 , ..., 0.01      , 0.        ,\n",
              "        0.85714286],\n",
              "       [0.        , 0.5       , 0.43478261, ..., 0.        , 0.        ,\n",
              "        0.95238095],\n",
              "       [0.        , 0.5       , 0.28985507, ..., 0.        , 0.        ,\n",
              "        1.        ]])"
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y = data['attack']\n",
        "\n",
        "\n",
        "y"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Aa-WC8HQh0Ir",
        "outputId": "0bb3770e-4039-4d82-e8c3-3fec42aaa530"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0         1\n",
              "1         1\n",
              "2         0\n",
              "3         1\n",
              "4         1\n",
              "         ..\n",
              "125968    0\n",
              "125969    1\n",
              "125970    1\n",
              "125971    0\n",
              "125972    1\n",
              "Name: attack, Length: 125973, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.3, random_state=42)"
      ],
      "metadata": {
        "id": "0h0Q5fO9h6U3"
      },
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_scaled.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "W8uNaBn1iOJJ",
        "outputId": "a2828769-490e-496a-b534-c428bd3a43bf"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(125973, 38)"
            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.linear_model import LogisticRegression\n",
        "\n",
        "# lr = LogisticRegression()\n",
        "\n",
        "lr = LogisticRegression(max_iter=20000)\n",
        "\n",
        "lr.fit(X_train, y_train)\n",
        "\n",
        "preds = lr.predict(X_test)"
      ],
      "metadata": {
        "id": "M8qJzViGiTuY"
      },
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "preds"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7ApRgYXpjADb",
        "outputId": "af3e2a5b-50b7-42ac-e402-0380d9dd62a9"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1, 0, 0, ..., 1, 1, 1])"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sum(preds == y_test.values) / len(y_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BVgOH9WAjCjH",
        "outputId": "4d802183-00d6-40ba-ed00-6060b603163b"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9759472904318375"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Hyperparameter optimization\n",
        "\n"
      ],
      "metadata": {
        "id": "7pfPdy_BjN3y"
      },
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import GridSearchCV\n",
        "\n",
        "param_grid = {'C' : [0.01, 0.1, 1 , 10, 100],\n",
        "              'penalty' : ['l1', 'l2']\n",
        "             }\n",
        "\n",
        "lr = LogisticRegression(max_iter=20000)\n",
        "\n",
        "gs_cv = GridSearchCV(lr, param_grid, cv=5)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "4WAYcbRsspuk"
      },
      "execution_count": 43,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "gs_cv.fit(X_train, y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 502
        },
        "id": "hGzP03xwtyKf",
        "outputId": "78d8d1cd-68a0-4069-a6a8-bd12ef500274"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_validation.py:378: FitFailedWarning: \n",
            "25 fits failed out of a total of 50.\n",
            "The score on these train-test partitions for these parameters will be set to nan.\n",
            "If these failures are not expected, you can try to debug them by setting error_score='raise'.\n",
            "\n",
            "Below are more details about the failures:\n",
            "--------------------------------------------------------------------------------\n",
            "25 fits failed with the following error:\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_validation.py\", line 686, in _fit_and_score\n",
            "    estimator.fit(X_train, y_train, **fit_params)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py\", line 1162, in fit\n",
            "    solver = _check_solver(self.solver, self.penalty, self.dual)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/sklearn/linear_model/_logistic.py\", line 54, in _check_solver\n",
            "    raise ValueError(\n",
            "ValueError: Solver lbfgs supports only 'l2' or 'none' penalties, got l1 penalty.\n",
            "\n",
            "  warnings.warn(some_fits_failed_message, FitFailedWarning)\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_search.py:952: UserWarning: One or more of the test scores are non-finite: [       nan 0.96571823        nan 0.97283995        nan 0.97535749\n",
            "        nan 0.97710391        nan 0.97751216]\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "GridSearchCV(cv=5, estimator=LogisticRegression(max_iter=20000),\n",
              "             param_grid={'C': [0.01, 0.1, 1, 10, 100], 'penalty': ['l1', 'l2']})"
            ],
            "text/html": [
              "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=5, estimator=LogisticRegression(max_iter=20000),\n",
              "             param_grid={&#x27;C&#x27;: [0.01, 0.1, 1, 10, 100], &#x27;penalty&#x27;: [&#x27;l1&#x27;, &#x27;l2&#x27;]})</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=5, estimator=LogisticRegression(max_iter=20000),\n",
              "             param_grid={&#x27;C&#x27;: [0.01, 0.1, 1, 10, 100], &#x27;penalty&#x27;: [&#x27;l1&#x27;, &#x27;l2&#x27;]})</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression(max_iter=20000)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression(max_iter=20000)</pre></div></div></div></div></div></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gs_cv.best_params_"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZdZtcshzt2dS",
        "outputId": "6fae924e-3877-4be5-d10f-5bab1ce807e0"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'C': 100, 'penalty': 'l2'}"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gs_cv.best_score_"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fT4b7ZLeuT-b",
        "outputId": "745a956f-0dbf-4490-8e4e-4cae54e073e7"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9775121588716621"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gs_cv.best_estimator_"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "6AHzux4WubIN",
        "outputId": "4a6577fe-160e-4122-e38f-dbd2ec82e7f7"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LogisticRegression(C=100, max_iter=20000)"
            ],
            "text/html": [
              "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression(C=100, max_iter=20000)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression(C=100, max_iter=20000)</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "preds_new = gs_cv.best_estimator_.predict(X_test)"
      ],
      "metadata": {
        "id": "qou22bkVulla"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sum(preds_new == y_test.values) / len(preds_new)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "caVk_rQIu0hF",
        "outputId": "5f8b70a9-e137-430e-c3cc-311b9fdc519c"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9779053767993227"
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Extracting N Grams"
      ],
      "metadata": {
        "id": "ETsfrL3I-VQK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# This demo reads in the binary sequence of a binary file, creates a list of N-grams from a byte cequences and takes a binary file and outputs\n",
        "# the n-grams counts of its binary sequence"
      ],
      "metadata": {
        "id": "IcRgdKmfu8CX"
      },
      "execution_count": 50,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import collections\n",
        "from nltk import ngrams\n",
        "import numpy as np\n",
        "\n",
        "file_to_analyze=\"./Benign/HxAccounts.exe\""
      ],
      "metadata": {
        "id": "XB63goR5-5ln"
      },
      "execution_count": 57,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "xPEAIIcKS79f"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def read_file(file_path) :\n",
        "  with open(file_path, \"rb\") as binary_file :\n",
        "    data = binary_file.read()\n",
        "  return data\n",
        "\n",
        "\n",
        "\n",
        "def byte_sequence_to_Ngrams(byte_sequence, N) :\n",
        "  Ngrams = ngrams(byte_sequence, N)\n",
        "  return list(Ngrams)\n",
        "\n",
        "\n",
        "def binary_file_to_Ngram_counts(file, N) :\n",
        "  filebyte_sequence = read_file(file)\n",
        "  file_Ngrams = byte_sequence_to_Ngrams(filebyte_sequence, N)\n",
        "  return collections.Counter(file_Ngrams)\n",
        ""
      ],
      "metadata": {
        "id": "iV76gQoR_HXS"
      },
      "execution_count": 58,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "extracted_Ngrams = binary_file_to_Ngram_counts(file_to_analyze, 4)"
      ],
      "metadata": {
        "id": "xlF_ZreiAE5V"
      },
      "execution_count": 54,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# extracted_Ngrams"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AaiXsEB1ARL_",
        "outputId": "51fe47dd-e0c1-4032-8efd-32e1960b89a3"
      },
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Counter({(77, 90, 144, 0): 1,\n",
              "         (90, 144, 0, 3): 1,\n",
              "         (144, 0, 3, 0): 1,\n",
              "         (0, 3, 0, 0): 219,\n",
              "         (3, 0, 0, 0): 471,\n",
              "         (0, 0, 0, 4): 95,\n",
              "         (0, 0, 4, 0): 91,\n",
              "         (0, 4, 0, 0): 148,\n",
              "         (4, 0, 0, 0): 178,\n",
              "         (0, 0, 0, 255): 545,\n",
              "         (0, 0, 255, 255): 907,\n",
              "         (0, 255, 255, 0): 1,\n",
              "         (255, 255, 0, 0): 299,\n",
              "         (255, 0, 0, 184): 1,\n",
              "         (0, 0, 184, 0): 2,\n",
              "         (0, 184, 0, 0): 1,\n",
              "         (184, 0, 0, 0): 36,\n",
              "         (0, 0, 0, 0): 15858,\n",
              "         (0, 0, 0, 64): 146,\n",
              "         (0, 0, 64, 0): 38,\n",
              "         (0, 64, 0, 0): 152,\n",
              "         (64, 0, 0, 0): 180,\n",
              "         (0, 0, 0, 32): 125,\n",
              "         (0, 0, 32, 1): 1,\n",
              "         (0, 32, 1, 0): 1,\n",
              "         (32, 1, 0, 0): 7,\n",
              "         (1, 0, 0, 14): 1,\n",
              "         (0, 0, 14, 31): 1,\n",
              "         (0, 14, 31, 186): 1,\n",
              "         (14, 31, 186, 14): 1,\n",
              "         (31, 186, 14, 0): 1,\n",
              "         (186, 14, 0, 180): 1,\n",
              "         (14, 0, 180, 9): 1,\n",
              "         (0, 180, 9, 205): 1,\n",
              "         (180, 9, 205, 33): 1,\n",
              "         (9, 205, 33, 184): 1,\n",
              "         (205, 33, 184, 1): 1,\n",
              "         (33, 184, 1, 76): 1,\n",
              "         (184, 1, 76, 205): 1,\n",
              "         (1, 76, 205, 33): 1,\n",
              "         (76, 205, 33, 84): 1,\n",
              "         (205, 33, 84, 104): 1,\n",
              "         (33, 84, 104, 105): 1,\n",
              "         (84, 104, 105, 115): 1,\n",
              "         (104, 105, 115, 32): 1,\n",
              "         (105, 115, 32, 112): 1,\n",
              "         (115, 32, 112, 114): 1,\n",
              "         (32, 112, 114, 111): 1,\n",
              "         (112, 114, 111, 103): 1,\n",
              "         (114, 111, 103, 114): 1,\n",
              "         (111, 103, 114, 97): 1,\n",
              "         (103, 114, 97, 109): 1,\n",
              "         (114, 97, 109, 32): 1,\n",
              "         (97, 109, 32, 99): 1,\n",
              "         (109, 32, 99, 97): 1,\n",
              "         (32, 99, 97, 110): 1,\n",
              "         (99, 97, 110, 110): 1,\n",
              "         (97, 110, 110, 111): 1,\n",
              "         (110, 110, 111, 116): 1,\n",
              "         (110, 111, 116, 32): 1,\n",
              "         (111, 116, 32, 98): 1,\n",
              "         (116, 32, 98, 101): 1,\n",
              "         (32, 98, 101, 32): 1,\n",
              "         (98, 101, 32, 114): 1,\n",
              "         (101, 32, 114, 117): 1,\n",
              "         (32, 114, 117, 110): 1,\n",
              "         (114, 117, 110, 32): 1,\n",
              "         (117, 110, 32, 105): 1,\n",
              "         (110, 32, 105, 110): 1,\n",
              "         (32, 105, 110, 32): 1,\n",
              "         (105, 110, 32, 68): 1,\n",
              "         (110, 32, 68, 79): 1,\n",
              "         (32, 68, 79, 83): 1,\n",
              "         (68, 79, 83, 32): 1,\n",
              "         (79, 83, 32, 109): 1,\n",
              "         (83, 32, 109, 111): 1,\n",
              "         (32, 109, 111, 100): 1,\n",
              "         (109, 111, 100, 101): 4,\n",
              "         (111, 100, 101, 46): 1,\n",
              "         (100, 101, 46, 13): 1,\n",
              "         (101, 46, 13, 13): 1,\n",
              "         (46, 13, 13, 10): 1,\n",
              "         (13, 13, 10, 36): 1,\n",
              "         (13, 10, 36, 0): 1,\n",
              "         (10, 36, 0, 0): 1,\n",
              "         (36, 0, 0, 0): 4,\n",
              "         (0, 0, 0, 137): 12,\n",
              "         (0, 0, 137, 55): 1,\n",
              "         (0, 137, 55, 18): 1,\n",
              "         (137, 55, 18, 5): 1,\n",
              "         (55, 18, 5, 205): 1,\n",
              "         (18, 5, 205, 86): 1,\n",
              "         (5, 205, 86, 124): 1,\n",
              "         (205, 86, 124, 86): 4,\n",
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              "         (12, 72, 139, 1): 4,\n",
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              "         (199, 72, 139, 92): 70,\n",
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              "         (48, 72, 199, 64): 27,\n",
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              "         (199, 64, 232, 254): 23,\n",
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              "         (254, 255, 255, 255): 366,\n",
              "         (255, 255, 72, 137): 261,\n",
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              "         (112, 24, 72, 139): 8,\n",
              "         (24, 72, 139, 242): 6,\n",
              "         (72, 139, 242, 72): 25,\n",
              "         (139, 242, 72, 139): 35,\n",
              "         (242, 72, 139, 249): 16,\n",
              "         (16, 255, 21, 80): 5,\n",
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              "         (21, 80, 15, 2): 1,\n",
              "         (80, 15, 2, 0): 2,\n",
              "         (2, 0, 72, 141): 14,\n",
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              "         (141, 5, 25, 111): 1,\n",
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              "         (72, 141, 5, 207): 2,\n",
              "         (141, 5, 207, 110): 1,\n",
              "         (5, 207, 110, 3): 1,\n",
              "         (207, 110, 3, 0): 1,\n",
              "         (110, 3, 0, 72): 4,\n",
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              "         (141, 5, 148, 110): 1,\n",
              "         (5, 148, 110, 3): 1,\n",
              "         (148, 110, 3, 0): 1,\n",
              "         (141, 5, 97, 110): 1,\n",
              "         (5, 97, 110, 3): 1,\n",
              "         (97, 110, 3, 0): 1,\n",
              "         (141, 5, 38, 110): 1,\n",
              "         (5, 38, 110, 3): 1,\n",
              "         (38, 110, 3, 0): 1,\n",
              "         (72, 199, 71, 56): 6,\n",
              "         (199, 71, 56, 255): 6,\n",
              "         (71, 56, 255, 255): 6,\n",
              "         (56, 255, 255, 255): 6,\n",
              "         (255, 255, 72, 139): 147,\n",
              "         (255, 72, 139, 13): 18,\n",
              "         (72, 139, 13, 107): 2,\n",
              "         (139, 13, 107, 139): 1,\n",
              "         (13, 107, 139, 3): 1,\n",
              "         (107, 139, 3, 0): 1,\n",
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              "         (3, 0, 72, 133): 10,\n",
              "         (0, 72, 133, 201): 28,\n",
              "         (133, 201, 116, 13): 68,\n",
              "         (201, 116, 13, 72): 68,\n",
              "         (116, 13, 72, 139): 69,\n",
              "         (13, 72, 139, 1): 65,\n",
              "         (0, 255, 21, 154): 3,\n",
              "         (255, 21, 154, 19): 1,\n",
              "         (21, 154, 19, 2): 1,\n",
              "         (154, 19, 2, 0): 1,\n",
              "         (19, 2, 0, 144): 1,\n",
              "         (2, 0, 144, 72): 26,\n",
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              "         (72, 133, 246, 116): 50,\n",
              "         (133, 246, 116, 16): 28,\n",
              "         (246, 116, 16, 72): 25,\n",
              "         (116, 16, 72, 139): 158,\n",
              "         (16, 72, 139, 6): 23,\n",
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              "         (139, 6, 72, 139): 47,\n",
              "         (6, 72, 139, 206): 39,\n",
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              "         (139, 206, 72, 139): 67,\n",
              "         (206, 72, 139, 64): 58,\n",
              "         (72, 139, 64, 8): 144,\n",
              "         (139, 64, 8, 255): 143,\n",
              "         (64, 8, 255, 21): 143,\n",
              "         (8, 255, 21, 132): 1,\n",
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              "         (21, 132, 19, 2): 1,\n",
              "         (132, 19, 2, 0): 2,\n",
              "         (19, 2, 0, 72): 5,\n",
              "         (0, 72, 137, 119): 5,\n",
              "         (72, 137, 119, 40): 4,\n",
              "         (137, 119, 40, 72): 8,\n",
              "         (119, 40, 72, 139): 10,\n",
              "         (40, 72, 139, 199): 9,\n",
              "         (139, 92, 36, 72): 147,\n",
              "         (92, 36, 72, 72): 249,\n",
              "         (36, 72, 72, 139): 155,\n",
              "         (72, 72, 139, 116): 59,\n",
              "         (72, 139, 116, 36): 131,\n",
              "         (139, 116, 36, 80): 47,\n",
              "         (116, 36, 80, 72): 62,\n",
              "         (36, 80, 72, 131): 54,\n",
              "         (80, 72, 131, 196): 53,\n",
              "         (72, 131, 196, 48): 244,\n",
              "         (131, 196, 48, 95): 159,\n",
              "         (196, 48, 95, 195): 153,\n",
              "         (48, 95, 195, 144): 133,\n",
              "         (95, 195, 144, 72): 17,\n",
              "         (195, 144, 72, 131): 12,\n",
              "         (131, 236, 40, 72): 19,\n",
              "         (236, 40, 72, 139): 15,\n",
              "         (40, 72, 139, 73): 2,\n",
              "         (72, 139, 73, 40): 6,\n",
              "         (139, 73, 40, 72): 4,\n",
              "         (73, 40, 72, 139): 4,\n",
              "         (40, 72, 139, 1): 33,\n",
              "         (1, 72, 139, 64): 177,\n",
              "         (72, 139, 64, 64): 11,\n",
              "         (139, 64, 64, 255): 11,\n",
              "         (64, 64, 255, 21): 11,\n",
              "         (64, 255, 21, 87): 1,\n",
              "         (255, 21, 87, 19): 1,\n",
              "         (21, 87, 19, 2): 1,\n",
              "         (87, 19, 2, 0): 1,\n",
              "         (19, 2, 0, 133): 1,\n",
              "         (2, 0, 133, 192): 19,\n",
              "         (0, 133, 192, 120): 24,\n",
              "         (133, 192, 120, 5): 2,\n",
              "         (192, 120, 5, 72): 2,\n",
              "         (120, 5, 72, 131): 2,\n",
              "         (5, 72, 131, 196): 2,\n",
              "         (196, 40, 195, 139): 2,\n",
              "         (40, 195, 139, 200): 2,\n",
              "         (195, 139, 200, 232): 13,\n",
              "         (139, 200, 232, 63): 2,\n",
              "         (200, 232, 63, 128): 1,\n",
              "         (232, 63, 128, 0): 1,\n",
              "         (63, 128, 0, 0): 1,\n",
              "         (128, 0, 0, 204): 1,\n",
              "         (0, 0, 204, 144): 19,\n",
              "         (0, 204, 144, 144): 21,\n",
              "         (204, 144, 144, 72): 7,\n",
              "         (144, 144, 72, 139): 92,\n",
              "         (16, 255, 21, 120): 3,\n",
              "         (255, 21, 120, 14): 1,\n",
              "         (21, 120, 14, 2): 1,\n",
              "         (120, 14, 2, 0): 1,\n",
              "         (14, 2, 0, 72): 3,\n",
              "         (72, 141, 5, 73): 2,\n",
              "         (141, 5, 73, 109): 1,\n",
              "         (5, 73, 109, 3): 1,\n",
              "         (73, 109, 3, 0): 1,\n",
              "         (109, 3, 0, 72): 1,\n",
              "         (72, 141, 5, 255): 2,\n",
              "         (141, 5, 255, 108): 1,\n",
              "         (5, 255, 108, 3): 1,\n",
              "         (255, 108, 3, 0): 1,\n",
              "         (108, 3, 0, 72): 4,\n",
              "         (72, 141, 5, 196): 1,\n",
              "         (141, 5, 196, 108): 1,\n",
              "         ...})"
            ]
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(extracted_Ngrams.most_common(10))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cpWpr3T-ATXF",
        "outputId": "b81b03ea-d502-476a-a66f-5aae15fbabb4"
      },
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[((0, 0, 0, 0), 15858), ((144, 144, 144, 144), 3793), ((1, 0, 0, 0), 2909), ((255, 255, 255, 255), 1456), ((0, 255, 255, 255), 1325), ((64, 1, 0, 0), 1263), ((2, 0, 0, 0), 1130), ((0, 1, 0, 0), 1085), ((0, 0, 255, 255), 907), ((144, 144, 144, 72), 845)]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Selecting the Best N grams"
      ],
      "metadata": {
        "id": "FakP-a3cWok8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from os import listdir\n",
        "from os.path import isfile, join\n",
        "\n",
        "directories = [\"Benign\", \"Malicious\"]\n",
        "\n",
        "N =2\n"
      ],
      "metadata": {
        "id": "oqLLcMFPWoQY"
      },
      "execution_count": 59,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Ngram_counts_all_files = collections.Counter([])\n",
        "\n",
        "for dataset_path in directories :\n",
        "  all_samples = [f for f in listdir(dataset_path) if isfile(join(dataset_path, f))]\n",
        "\n",
        "  for sample in all_samples :\n",
        "    file_path  = join(dataset_path, sample)\n",
        "    Ngram_counts_all_files += binary_file_to_Ngram_counts(file_path, N)"
      ],
      "metadata": {
        "id": "U7dSx5QLAkuu"
      },
      "execution_count": 60,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "K1 = 1000\n",
        "K1_most_frequent_Ngrams = Ngram_counts_all_files.most_common(K1)\n",
        "\n",
        "K1_most_frequent_Ngrams_list = [x[0] for x in K1_most_frequent_Ngrams]"
      ],
      "metadata": {
        "id": "v-vm8oK5XtSv"
      },
      "execution_count": 61,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "K1_most_frequent_Ngrams_list"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_jz6RezkYEE5",
        "outputId": "dc4de549-de33-4f7b-f26e-3662371fe026"
      },
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              " (114, 105),\n",
              " (80, 141),\n",
              " (129, 236),\n",
              " (50, 6),\n",
              " (59, 0),\n",
              " (116, 32),\n",
              " (106, 1),\n",
              " (104, 72),\n",
              " (139, 79),\n",
              " (0, 13),\n",
              " (131, 200),\n",
              " (6, 72),\n",
              " (117, 5),\n",
              " (139, 112),\n",
              " (137, 124),\n",
              " (51, 246),\n",
              " (110, 100),\n",
              " (0, 58),\n",
              " (57, 0),\n",
              " (91, 139),\n",
              " (69, 216),\n",
              " (69, 248),\n",
              " (40, 233),\n",
              " (116, 13),\n",
              " (10, 50),\n",
              " (139, 242),\n",
              " (255, 37),\n",
              " (67, 111),\n",
              " (0, 98),\n",
              " (204, 139),\n",
              " (66, 12),\n",
              " (0, 78),\n",
              " (201, 15),\n",
              " (0, 124),\n",
              " (140, 36),\n",
              " (232, 72),\n",
              " (78, 7),\n",
              " (236, 255),\n",
              " (0, 33),\n",
              " (86, 255),\n",
              " (255, 249),\n",
              " (152, 0),\n",
              " (77, 252),\n",
              " (0, 79),\n",
              " (1, 15),\n",
              " (215, 72),\n",
              " (231, 255),\n",
              " (36, 120),\n",
              " (198, 72),\n",
              " (200, 72),\n",
              " (139, 78),\n",
              " (32, 95),\n",
              " (255, 118),\n",
              " (232, 137),\n",
              " (0, 198),\n",
              " (176, 0),\n",
              " (217, 72),\n",
              " (69, 232),\n",
              " (255, 132),\n",
              " (8, 117),\n",
              " (69, 8),\n",
              " (110, 103),\n",
              " (2, 72),\n",
              " (77, 216),\n",
              " (139, 218),\n",
              " (89, 0),\n",
              " (193, 67),\n",
              " (0, 66),\n",
              " (194, 72),\n",
              " (0, 180),\n",
              " (139, 141),\n",
              " (0, 148),\n",
              " (255, 73),\n",
              " (139, 84),\n",
              " (72, 8),\n",
              " (2, 64),\n",
              " (136, 125),\n",
              " (0, 22),\n",
              " (125, 232),\n",
              " (101, 99),\n",
              " (99, 111),\n",
              " (233, 255),\n",
              " (0, 244),\n",
              " (99, 116),\n",
              " (65, 15),\n",
              " (117, 12),\n",
              " (168, 0),\n",
              " (137, 70),\n",
              " (232, 64),\n",
              " (216, 64),\n",
              " (95, 65),\n",
              " (4, 1),\n",
              " (0, 50),\n",
              " (207, 74),\n",
              " (65, 95),\n",
              " (13, 10),\n",
              " (228, 232),\n",
              " (0, 140),\n",
              " (255, 247),\n",
              " (0, 23),\n",
              " (72, 193),\n",
              " (8, 87),\n",
              " (101, 97),\n",
              " (15, 15),\n",
              " (69, 64),\n",
              " (248, 1),\n",
              " (115, 101),\n",
              " (238, 238),\n",
              " (137, 112),\n",
              " (255, 199),\n",
              " (94, 0),\n",
              " (0, 185),\n",
              " (48, 1),\n",
              " (137, 1),\n",
              " (139, 128),\n",
              " (81, 139),\n",
              " (139, 66),\n",
              " (192, 120),\n",
              " (207, 15),\n",
              " (239, 255),\n",
              " (15, 127),\n",
              " (65, 87),\n",
              " (216, 232),\n",
              " (0, 59),\n",
              " (86, 65),\n",
              " (80, 95),\n",
              " (71, 8),\n",
              " (0, 26),\n",
              " (141, 66),\n",
              " (0, 196),\n",
              " (94, 93),\n",
              " (97, 109),\n",
              " (0, 220),\n",
              " (241, 255),\n",
              " (136, 136),\n",
              " (0, 21),\n",
              " (255, 250),\n",
              " (85, 228),\n",
              " (156, 36),\n",
              " (116, 114),\n",
              " (71, 0),\n",
              " (101, 120),\n",
              " (101, 32),\n",
              " (208, 74),\n",
              " (101, 109),\n",
              " (87, 255),\n",
              " (65, 16),\n",
              " (0, 129),\n",
              " (255, 184),\n",
              " (0, 188),\n",
              " (4, 117),\n",
              " (32, 255),\n",
              " (72, 43),\n",
              " (206, 72),\n",
              " (242, 255),\n",
              " (0, 156),\n",
              " (139, 124),\n",
              " (14, 72),\n",
              " (64, 58),\n",
              " (201, 232),\n",
              " (0, 164),\n",
              " (54, 0),\n",
              " (137, 7),\n",
              " (100, 97),\n",
              " (32, 65),\n",
              " (182, 78),\n",
              " (5, 64),\n",
              " (66, 4),\n",
              " (0, 236),\n",
              " (255, 251),\n",
              " (6, 3),\n",
              " (137, 65),\n",
              " (72, 15),\n",
              " (0, 30),\n",
              " (0, 71),\n",
              " (8, 232),\n",
              " (214, 139),\n",
              " (64, 83),\n",
              " (195, 255),\n",
              " (246, 15),\n",
              " (32, 232),\n",
              " (91, 0),\n",
              " (64, 232),\n",
              " (0, 172),\n",
              " (141, 4),\n",
              " (141, 75),\n",
              " (100, 101),\n",
              " (82, 1),\n",
              " (139, 133),\n",
              " (3, 64),\n",
              " (211, 72),\n",
              " (236, 131),\n",
              " (116, 9),\n",
              " (255, 246),\n",
              " (99, 114),\n",
              " (86, 0),\n",
              " (232, 0),\n",
              " (0, 212),\n",
              " (58, 207),\n",
              " (0, 42),\n",
              " (139, 202),\n",
              " (0, 38),\n",
              " (116, 111),\n",
              " (55, 0),\n",
              " (3, 85),\n",
              " (13, 72),\n",
              " (64, 139),\n",
              " (116, 6),\n",
              " (235, 4),\n",
              " (68, 136),\n",
              " (132, 0),\n",
              " (0, 81),\n",
              " (111, 99),\n",
              " (216, 255),\n",
              " (51, 197),\n",
              " (144, 233),\n",
              " (131, 192),\n",
              " (73, 141),\n",
              " (85, 224),\n",
              " (139, 192),\n",
              " (148, 192),\n",
              " (233, 16),\n",
              " (122, 0),\n",
              " (97, 110),\n",
              " (248, 133),\n",
              " (238, 255),\n",
              " (235, 3),\n",
              " (100, 108),\n",
              " (15, 72),\n",
              " (16, 233),\n",
              " (67, 12),\n",
              " (139, 11),\n",
              " (0, 254),\n",
              " (131, 249),\n",
              " (255, 181),\n",
              " (97, 115),\n",
              " (116, 5),\n",
              " (224, 255),\n",
              " (216, 133),\n",
              " (234, 255),\n",
              " (5, 82),\n",
              " (225, 255),\n",
              " (59, 200),\n",
              " (65, 131),\n",
              " (235, 255),\n",
              " (114, 97),\n",
              " (112, 95),\n",
              " (141, 79),\n",
              " (199, 64),\n",
              " (72, 3),\n",
              " (11, 72),\n",
              " (114, 114),\n",
              " (73, 59),\n",
              " (116, 14),\n",
              " (111, 115),\n",
              " (210, 116),\n",
              " (208, 0),\n",
              " (69, 139),\n",
              " (193, 232),\n",
              " (103, 101),\n",
              " (108, 111),\n",
              " (255, 3),\n",
              " (121, 8),\n",
              " (137, 72),\n",
              " (102, 15),\n",
              " (8, 131),\n",
              " (40, 232),\n",
              " (94, 95),\n",
              " (117, 114),\n",
              " (234, 51),\n",
              " (236, 72),\n",
              " (0, 107),\n",
              " (128, 249),\n",
              " (15, 17),\n",
              " (115, 111),\n",
              " (237, 255),\n",
              " (0, 27),\n",
              " (116, 10),\n",
              " (9, 72),\n",
              " (176, 1),\n",
              " (120, 72),\n",
              " (8, 1),\n",
              " (69, 176),\n",
              " (7, 139),\n",
              " (117, 27),\n",
              " (108, 105),\n",
              " (83, 255),\n",
              " (249, 72),\n",
              " (135, 0),\n",
              " (161, 0),\n",
              " (253, 253),\n",
              " (69, 236),\n",
              " (8, 141),\n",
              " (69, 244),\n",
              " (2, 1),\n",
              " (236, 64),\n",
              " (8, 137),\n",
              " (32, 73),\n",
              " (192, 235),\n",
              " (0, 138),\n",
              " (0, 61),\n",
              " (71, 101),\n",
              " (0, 47),\n",
              " (20, 52),\n",
              " (255, 1),\n",
              " (65, 84),\n",
              " (24, 255),\n",
              " (214, 72),\n",
              " (0, 161),\n",
              " (48, 139),\n",
              " (194, 8),\n",
              " (20, 139),\n",
              " (9, 4),\n",
              " (83, 139),\n",
              " (0, 41),\n",
              " (204, 255),\n",
              " (139, 108),\n",
              " (234, 72),\n",
              " (12, 117),\n",
              " (3, 3),\n",
              " (116, 19),\n",
              " (5, 65),\n",
              " (240, 128),\n",
              " (97, 100),\n",
              " (97, 112),\n",
              " (200, 0),\n",
              " (69, 208),\n",
              " (97, 114),\n",
              " (64, 255),\n",
              " (64, 85),\n",
              " (65, 255),\n",
              " (59, 193),\n",
              " (243, 15),\n",
              " (94, 195),\n",
              " (32, 91),\n",
              " (65, 184),\n",
              " (52, 9),\n",
              " (112, 101),\n",
              " (10, 32),\n",
              " (19, 64),\n",
              " (32, 1),\n",
              " (240, 133),\n",
              " (139, 91),\n",
              " (32, 76),\n",
              " (82, 101),\n",
              " (8, 114),\n",
              " (116, 8),\n",
              " (196, 64),\n",
              " (24, 139),\n",
              " (232, 1),\n",
              " (139, 15),\n",
              " (32, 139),\n",
              " (86, 72),\n",
              " (102, 68),\n",
              " (139, 14),\n",
              " (255, 245),\n",
              " (117, 7),\n",
              " (255, 65),\n",
              " (195, 235),\n",
              " (216, 0),\n",
              " (18, 198)]"
            ]
          },
          "metadata": {},
          "execution_count": 62
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def featurize_sample(sample, K1_most_frequent_Ngrams_list) :\n",
        "  K1 = len(K1_most_frequent_Ngrams_list)\n",
        "  feature_vector = K1 * [0]\n",
        "\n",
        "  file_Ngrams = binary_file_to_Ngram_counts(sample, N)\n",
        "  for i in range(K1) :\n",
        "    feature_vector[i] = file_Ngrams[K1_most_frequent_Ngrams_list[i]]\n",
        "  return feature_vector\n",
        "\n",
        ""
      ],
      "metadata": {
        "id": "lmzR7HOoYGWu"
      },
      "execution_count": 63,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "directories_with_labels = [(\"Benign\", 0) , (\"Malicious\", 1)]\n",
        "\n",
        "X = []\n",
        "y = []\n",
        "\n",
        "for dataset_path, label in directories_with_labels :\n",
        "  all_samples = [f for f in listdir(dataset_path) if isfile(join(dataset_path, f))]\n",
        "\n",
        "  for sample in all_samples :\n",
        "    file_path = join(dataset_path, sample)\n",
        "    X.append(featurize_sample(file_path, K1_most_frequent_Ngrams_list))\n",
        "    y.append(label)"
      ],
      "metadata": {
        "id": "h95_LFnCY9gn"
      },
      "execution_count": 64,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X = np.asarray(X)"
      ],
      "metadata": {
        "id": "P3UFjasaZ9ks"
      },
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Z_GR4gtTaCEu",
        "outputId": "9c2c5b49-3ef3-443c-ebbd-f124effcd153"
      },
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[  18655,    1518,       3, ...,       3,      10,       0],\n",
              "       [  21528,    2305,    2779, ...,       7,      25,       0],\n",
              "       [2028238,  631237,  216934, ...,    3164,     944,    4398],\n",
              "       ...,\n",
              "       [  91328,    1490,     809, ...,       3,      18,       0],\n",
              "       [   8609,     671,       4, ...,       7,       9,       1],\n",
              "       [   4964,     155,       0, ...,       1,       1,       0]])"
            ]
          },
          "metadata": {},
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.feature_selection import SelectKBest, mutual_info_classif, chi2\n",
        "\n",
        "K2 = 10"
      ],
      "metadata": {
        "id": "ybaufbRYaEnE"
      },
      "execution_count": 68,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_top_K2_freq = X[:, :K2]"
      ],
      "metadata": {
        "id": "GC9pk4imaSsL"
      },
      "execution_count": 69,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mi_selector = SelectKBest(mutual_info_classif, k=K2)\n",
        "X_top_k2_mi = mi_selector.fit_transform(X, y)"
      ],
      "metadata": {
        "id": "mjK9Lpkwad8A"
      },
      "execution_count": 71,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "chi2_selector = SelectKBest(chi2, k=K2)\n",
        "\n",
        "X_top_K2_ch2 = chi2_selector.fit_transform(X, y)\n",
        "\n"
      ],
      "metadata": {
        "id": "zQxwImwUauCQ"
      },
      "execution_count": 72,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_top_k2_mi"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EzwGDyNTbCsl",
        "outputId": "5ff4b096-f8d3-4184-adab-396c5d9f8798"
      },
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[   15,     1,   136, ...,    64,    21,     0],\n",
              "       [   73,     0,    25, ...,    36,    30,     1],\n",
              "       [24278,    13,  8177, ...,  2643,  2095,  5476],\n",
              "       ...,\n",
              "       [   63,     0,     8, ...,     9,    10,     0],\n",
              "       [   17,     3,    26, ...,    34,    19,     2],\n",
              "       [    3,     0,     5, ...,     1,     5,     0]])"
            ]
          },
          "metadata": {},
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_top_K2_ch2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1T-01LH7bGoi",
        "outputId": "e8edb285-016f-40df-d930-f43c277d6355"
      },
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[  18655,    1518,       3, ...,       1,       5,       0],\n",
              "       [  21528,    2305,    2779, ...,       0,    1003,     274],\n",
              "       [2028238,  631237,  216934, ...,  166298,   73376,   45013],\n",
              "       ...,\n",
              "       [  91328,    1490,     809, ...,    1538,     661,     108],\n",
              "       [   8609,     671,       4, ...,       1,       9,       1],\n",
              "       [   4964,     155,       0, ...,       0,       0,       0]])"
            ]
          },
          "metadata": {},
          "execution_count": 74
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Examining PE Headers"
      ],
      "metadata": {
        "id": "-t8QXCxKq78Q"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "! pip install pefile\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w7MnwKpibJGr",
        "outputId": "3babb543-17ba-4372-fe7e-24cac4749a1c"
      },
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting pefile\n",
            "  Downloading pefile-2023.2.7-py3-none-any.whl (71 kB)\n",
            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/71.8 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m71.7/71.8 kB\u001b[0m \u001b[31m1.9 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m71.8/71.8 kB\u001b[0m \u001b[31m1.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: pefile\n",
            "Successfully installed pefile-2023.2.7\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pefile\n",
        "\n",
        "desired_file = \"Benign/HvsiSettingsWorker.exe\"\n",
        "\n",
        "pe = pefile.PE(desired_file)\n",
        "\n"
      ],
      "metadata": {
        "id": "vf218o99rE23"
      },
      "execution_count": 78,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for entry in pe.DIRECTORY_ENTRY_IMPORT :\n",
        "  print(entry.dll)\n",
        "  for imp in entry.imports :\n",
        "    print(\"\\t\", hex(imp.address), imp.name)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FArvwKnYrZOY",
        "outputId": "8a0de46e-3cf1-4dda-f6ef-4193a11fe106"
      },
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "b'api-ms-win-crt-runtime-l1-1-0.dll'\n",
            "\t 0x14000a590 b'_initterm'\n",
            "\t 0x14000a598 b'_initterm_e'\n",
            "\t 0x14000a5a0 b'_c_exit'\n",
            "\t 0x14000a5a8 b'_register_thread_local_exe_atexit_callback'\n",
            "b'api-ms-win-crt-string-l1-1-0.dll'\n",
            "\t 0x14000a5b8 b'memset'\n",
            "b'api-ms-win-crt-private-l1-1-0.dll'\n",
            "\t 0x14000a468 b'_o__crt_atexit'\n",
            "\t 0x14000a470 b'_o__errno'\n",
            "\t 0x14000a478 b'_o__exit'\n",
            "\t 0x14000a480 b'_o__get_initial_wide_environment'\n",
            "\t 0x14000a488 b'_o__initialize_onexit_table'\n",
            "\t 0x14000a490 b'_o__initialize_wide_environment'\n",
            "\t 0x14000a498 b'_o__invalid_parameter_noinfo'\n",
            "\t 0x14000a4a0 b'_o__invalid_parameter_noinfo_noreturn'\n",
            "\t 0x14000a4a8 b'_o__register_onexit_function'\n",
            "\t 0x14000a4b0 b'_o__seh_filter_exe'\n",
            "\t 0x14000a4b8 b'_o__set_app_type'\n",
            "\t 0x14000a4c0 b'_o__set_fmode'\n",
            "\t 0x14000a4c8 b'_o__set_new_mode'\n",
            "\t 0x14000a4d0 b'memcpy'\n",
            "\t 0x14000a4d8 b'_o__cexit'\n",
            "\t 0x14000a4e0 b'_o__wcsicmp'\n",
            "\t 0x14000a4e8 b'_o__wtoi'\n",
            "\t 0x14000a4f0 b'_o_exit'\n",
            "\t 0x14000a4f8 b'_o_free'\n",
            "\t 0x14000a500 b'_o_malloc'\n",
            "\t 0x14000a508 b'_o_terminate'\n",
            "\t 0x14000a510 b'__C_specific_handler'\n",
            "\t 0x14000a518 b'_o___stdio_common_vsnprintf_s'\n",
            "\t 0x14000a520 b'_o__callnewh'\n",
            "\t 0x14000a528 b'_o__configure_wide_argv'\n",
            "\t 0x14000a530 b'_o__configthreadlocale'\n",
            "\t 0x14000a538 b'_o___std_exception_destroy'\n",
            "\t 0x14000a540 b'_o___std_exception_copy'\n",
            "\t 0x14000a548 b'_o___p__commode'\n",
            "\t 0x14000a550 b'_o___p___wargv'\n",
            "\t 0x14000a558 b'_o___p___argc'\n",
            "\t 0x14000a560 b'_o___stdio_common_vswprintf'\n",
            "\t 0x14000a568 b'memmove'\n",
            "\t 0x14000a570 b'_CxxThrowException'\n",
            "\t 0x14000a578 b'__std_terminate'\n",
            "\t 0x14000a580 b'__CxxFrameHandler3'\n",
            "b'api-ms-win-core-libraryloader-l1-2-0.dll'\n",
            "\t 0x14000a2d8 b'GetModuleHandleExW'\n",
            "\t 0x14000a2e0 b'GetProcAddress'\n",
            "\t 0x14000a2e8 b'GetModuleHandleW'\n",
            "\t 0x14000a2f0 b'GetModuleFileNameA'\n",
            "b'api-ms-win-core-synch-l1-1-0.dll'\n",
            "\t 0x14000a400 b'OpenSemaphoreW'\n",
            "\t 0x14000a408 b'ReleaseSemaphore'\n",
            "\t 0x14000a410 b'WaitForSingleObject'\n",
            "\t 0x14000a418 b'ReleaseMutex'\n",
            "\t 0x14000a420 b'WaitForSingleObjectEx'\n",
            "\t 0x14000a428 b'CreateMutexExW'\n",
            "\t 0x14000a430 b'CreateSemaphoreExW'\n",
            "b'api-ms-win-core-heap-l1-1-0.dll'\n",
            "\t 0x14000a290 b'GetProcessHeap'\n",
            "\t 0x14000a298 b'HeapFree'\n",
            "\t 0x14000a2a0 b'HeapAlloc'\n",
            "b'api-ms-win-core-errorhandling-l1-1-0.dll'\n",
            "\t 0x14000a230 b'UnhandledExceptionFilter'\n",
            "\t 0x14000a238 b'SetLastError'\n",
            "\t 0x14000a240 b'SetUnhandledExceptionFilter'\n",
            "\t 0x14000a248 b'GetLastError'\n",
            "b'api-ms-win-core-com-l1-1-0.dll'\n",
            "\t 0x14000a1c8 b'CoInitializeEx'\n",
            "\t 0x14000a1d0 b'StringFromGUID2'\n",
            "\t 0x14000a1d8 b'CoUninitialize'\n",
            "\t 0x14000a1e0 b'CLSIDFromString'\n",
            "b'api-ms-win-eventing-provider-l1-1-0.dll'\n",
            "\t 0x14000a5c8 b'EventUnregister'\n",
            "\t 0x14000a5d0 b'EventWriteTransfer'\n",
            "\t 0x14000a5d8 b'EventActivityIdControl'\n",
            "\t 0x14000a5e0 b'EventSetInformation'\n",
            "\t 0x14000a5e8 b'EventRegister'\n",
            "b'api-ms-win-core-processthreads-l1-1-0.dll'\n",
            "\t 0x14000a340 b'GetExitCodeProcess'\n",
            "\t 0x14000a348 b'GetCurrentThreadId'\n",
            "\t 0x14000a350 b'ProcessIdToSessionId'\n",
            "\t 0x14000a358 b'GetCurrentProcessId'\n",
            "\t 0x14000a360 b'CreateProcessAsUserW'\n",
            "\t 0x14000a368 b'GetCurrentProcess'\n",
            "\t 0x14000a370 b'TerminateProcess'\n",
            "b'api-ms-win-core-localization-l1-2-0.dll'\n",
            "\t 0x14000a310 b'FormatMessageW'\n",
            "b'api-ms-win-core-debug-l1-1-0.dll'\n",
            "\t 0x14000a1f0 b'IsDebuggerPresent'\n",
            "\t 0x14000a1f8 b'OutputDebugStringW'\n",
            "\t 0x14000a200 b'DebugBreak'\n",
            "b'api-ms-win-core-handle-l1-1-0.dll'\n",
            "\t 0x14000a280 b'CloseHandle'\n",
            "b'api-ms-win-core-synch-l1-2-0.dll'\n",
            "\t 0x14000a440 b'Sleep'\n",
            "b'api-ms-win-core-sysinfo-l1-1-0.dll'\n",
            "\t 0x14000a450 b'GetSystemTimeAsFileTime'\n",
            "\t 0x14000a458 b'GetTickCount64'\n",
            "b'api-ms-win-core-rtlsupport-l1-1-0.dll'\n",
            "\t 0x14000a3d0 b'RtlCaptureContext'\n",
            "\t 0x14000a3d8 b'RtlVirtualUnwind'\n",
            "\t 0x14000a3e0 b'RtlLookupFunctionEntry'\n",
            "b'api-ms-win-core-processthreads-l1-1-1.dll'\n",
            "\t 0x14000a380 b'IsProcessorFeaturePresent'\n",
            "b'api-ms-win-core-profile-l1-1-0.dll'\n",
            "\t 0x14000a390 b'QueryPerformanceCounter'\n",
            "b'api-ms-win-core-interlocked-l1-1-0.dll'\n",
            "\t 0x14000a2c8 b'InitializeSListHead'\n",
            "b'api-ms-win-core-processenvironment-l1-1-0.dll'\n",
            "\t 0x14000a320 b'GetEnvironmentVariableW'\n",
            "\t 0x14000a328 b'ExpandEnvironmentStringsW'\n",
            "\t 0x14000a330 b'GetStdHandle'\n",
            "b'api-ms-win-core-file-l1-1-0.dll'\n",
            "\t 0x14000a258 b'DeleteFileW'\n",
            "\t 0x14000a260 b'CreateFileW'\n",
            "\t 0x14000a268 b'WriteFile'\n",
            "\t 0x14000a270 b'ReadFile'\n",
            "b'api-ms-win-core-shlwapi-legacy-l1-1-0.dll'\n",
            "\t 0x14000a3f0 b'PathFileExistsW'\n",
            "b'api-ms-win-shell-shdirectory-l1-1-0.dll'\n",
            "\t 0x14000a620 None\n",
            "b'USERENV.dll'\n",
            "\t 0x14000a180 b'UnloadUserProfile'\n",
            "\t 0x14000a188 b'LoadUserProfileW'\n",
            "b'api-ms-win-core-libraryloader-l1-2-1.dll'\n",
            "\t 0x14000a300 b'LoadLibraryW'\n",
            "b'WTSAPI32.dll'\n",
            "\t 0x14000a198 b'WTSEnumerateProcessesW'\n",
            "\t 0x14000a1a0 b'WTSQuerySessionInformationW'\n",
            "\t 0x14000a1a8 b'WTSQueryUserToken'\n",
            "\t 0x14000a1b0 b'WTSEnumerateSessionsW'\n",
            "\t 0x14000a1b8 b'WTSFreeMemory'\n",
            "b'msvcp_win.dll'\n",
            "\t 0x14000a630 b'?_Xbad_alloc@std@@YAXXZ'\n",
            "\t 0x14000a638 b'?_Xlength_error@std@@YAXPEBD@Z'\n",
            "b'api-ms-win-core-delayload-l1-1-1.dll'\n",
            "\t 0x14000a220 b'ResolveDelayLoadedAPI'\n",
            "b'api-ms-win-core-delayload-l1-1-0.dll'\n",
            "\t 0x14000a210 b'DelayLoadFailureHook'\n",
            "b'api-ms-win-security-base-l1-1-0.dll'\n",
            "\t 0x14000a5f8 b'CreateWellKnownSid'\n",
            "b'api-ms-win-core-heap-l2-1-0.dll'\n",
            "\t 0x14000a2b0 b'LocalFree'\n",
            "\t 0x14000a2b8 b'LocalAlloc'\n",
            "b'api-ms-win-security-provider-l1-1-0.dll'\n",
            "\t 0x14000a608 b'SetEntriesInAclW'\n",
            "\t 0x14000a610 b'SetNamedSecurityInfoW'\n",
            "b'api-ms-win-core-registry-l1-1-0.dll'\n",
            "\t 0x14000a3a0 b'RegCreateKeyExW'\n",
            "\t 0x14000a3a8 b'RegDeleteValueW'\n",
            "\t 0x14000a3b0 b'RegCloseKey'\n",
            "\t 0x14000a3b8 b'RegOpenKeyExW'\n",
            "\t 0x14000a3c0 b'RegSetValueExW'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for section in pe.sections :\n",
        "  print(\n",
        "      section.name,\n",
        "      hex(section.VirtualAddress),\n",
        "      hex(section.Misc_VirtualSize),\n",
        "      section.SizeOfRawData,\n",
        "  )"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tcxcWvBZr4ld",
        "outputId": "9b98b83a-f10f-443d-8beb-ba6e2c7e1319"
      },
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "IMAGE_SECTION_HEADER 0x1000 0x8bbe 35840\n",
            "IMAGE_SECTION_HEADER 0xa000 0x47f2 18432\n",
            "IMAGE_SECTION_HEADER 0xf000 0x958 512\n",
            "IMAGE_SECTION_HEADER 0x10000 0x888 2560\n",
            "IMAGE_SECTION_HEADER 0x11000 0x10 512\n",
            "IMAGE_SECTION_HEADER 0x12000 0x70 512\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(pe.dump_info())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0aIpoBBtsh8B",
        "outputId": "59d37695-4872-4b5c-c72e-01577c770d6f"
      },
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "----------DOS_HEADER----------\n",
            "\n",
            "[IMAGE_DOS_HEADER]\n",
            "0x0        0x0   e_magic:                       0x5A4D    \n",
            "0x2        0x2   e_cblp:                        0x90      \n",
            "0x4        0x4   e_cp:                          0x3       \n",
            "0x6        0x6   e_crlc:                        0x0       \n",
            "0x8        0x8   e_cparhdr:                     0x4       \n",
            "0xA        0xA   e_minalloc:                    0x0       \n",
            "0xC        0xC   e_maxalloc:                    0xFFFF    \n",
            "0xE        0xE   e_ss:                          0x0       \n",
            "0x10       0x10  e_sp:                          0xB8      \n",
            "0x12       0x12  e_csum:                        0x0       \n",
            "0x14       0x14  e_ip:                          0x0       \n",
            "0x16       0x16  e_cs:                          0x0       \n",
            "0x18       0x18  e_lfarlc:                      0x40      \n",
            "0x1A       0x1A  e_ovno:                        0x0       \n",
            "0x1C       0x1C  e_res:                         \n",
            "0x24       0x24  e_oemid:                       0x0       \n",
            "0x26       0x26  e_oeminfo:                     0x0       \n",
            "0x28       0x28  e_res2:                        \n",
            "0x3C       0x3C  e_lfanew:                      0xF8      \n",
            "\n",
            "----------NT_HEADERS----------\n",
            "\n",
            "[IMAGE_NT_HEADERS]\n",
            "0xF8       0x0   Signature:                     0x4550    \n",
            "\n",
            "----------FILE_HEADER----------\n",
            "\n",
            "[IMAGE_FILE_HEADER]\n",
            "0xFC       0x0   Machine:                       0x8664    \n",
            "0xFE       0x2   NumberOfSections:              0x6       \n",
            "0x100      0x4   TimeDateStamp:                 0x2A5041CE [Tue Jun 30 11:13:18 1992 UTC]\n",
            "0x104      0x8   PointerToSymbolTable:          0x0       \n",
            "0x108      0xC   NumberOfSymbols:               0x0       \n",
            "0x10C      0x10  SizeOfOptionalHeader:          0xF0      \n",
            "0x10E      0x12  Characteristics:               0x22      \n",
            "Flags: IMAGE_FILE_EXECUTABLE_IMAGE, IMAGE_FILE_LARGE_ADDRESS_AWARE\n",
            "\n",
            "----------OPTIONAL_HEADER----------\n",
            "\n",
            "[IMAGE_OPTIONAL_HEADER64]\n",
            "0x110      0x0   Magic:                         0x20B     \n",
            "0x112      0x2   MajorLinkerVersion:            0xE       \n",
            "0x113      0x3   MinorLinkerVersion:            0xC       \n",
            "0x114      0x4   SizeOfCode:                    0x8C00    \n",
            "0x118      0x8   SizeOfInitializedData:         0x6000    \n",
            "0x11C      0xC   SizeOfUninitializedData:       0x0       \n",
            "0x120      0x10  AddressOfEntryPoint:           0x85C0    \n",
            "0x124      0x14  BaseOfCode:                    0x1000    \n",
            "0x128      0x18  ImageBase:                     0x140000000\n",
            "0x130      0x20  SectionAlignment:              0x1000    \n",
            "0x134      0x24  FileAlignment:                 0x200     \n",
            "0x138      0x28  MajorOperatingSystemVersion:   0xA       \n",
            "0x13A      0x2A  MinorOperatingSystemVersion:   0x0       \n",
            "0x13C      0x2C  MajorImageVersion:             0xA       \n",
            "0x13E      0x2E  MinorImageVersion:             0x0       \n",
            "0x140      0x30  MajorSubsystemVersion:         0xA       \n",
            "0x142      0x32  MinorSubsystemVersion:         0x0       \n",
            "0x144      0x34  Reserved1:                     0x0       \n",
            "0x148      0x38  SizeOfImage:                   0x13000   \n",
            "0x14C      0x3C  SizeOfHeaders:                 0x400     \n",
            "0x150      0x40  CheckSum:                      0x1D2E8   \n",
            "0x154      0x44  Subsystem:                     0x3       \n",
            "0x156      0x46  DllCharacteristics:            0xC160    \n",
            "0x158      0x48  SizeOfStackReserve:            0x80000   \n",
            "0x160      0x50  SizeOfStackCommit:             0x2000    \n",
            "0x168      0x58  SizeOfHeapReserve:             0x100000  \n",
            "0x170      0x60  SizeOfHeapCommit:              0x1000    \n",
            "0x178      0x68  LoaderFlags:                   0x0       \n",
            "0x17C      0x6C  NumberOfRvaAndSizes:           0x10      \n",
            "DllCharacteristics: IMAGE_DLLCHARACTERISTICS_DYNAMIC_BASE, IMAGE_DLLCHARACTERISTICS_GUARD_CF, IMAGE_DLLCHARACTERISTICS_HIGH_ENTROPY_VA, IMAGE_DLLCHARACTERISTICS_NX_COMPAT, IMAGE_DLLCHARACTERISTICS_TERMINAL_SERVER_AWARE\n",
            "\n",
            "----------PE Sections----------\n",
            "\n",
            "[IMAGE_SECTION_HEADER]\n",
            "0x200      0x0   Name:                          .text\n",
            "0x208      0x8   Misc:                          0x8BBE    \n",
            "0x208      0x8   Misc_PhysicalAddress:          0x8BBE    \n",
            "0x208      0x8   Misc_VirtualSize:              0x8BBE    \n",
            "0x20C      0xC   VirtualAddress:                0x1000    \n",
            "0x210      0x10  SizeOfRawData:                 0x8C00    \n",
            "0x214      0x14  PointerToRawData:              0x400     \n",
            "0x218      0x18  PointerToRelocations:          0x0       \n",
            "0x21C      0x1C  PointerToLinenumbers:          0x0       \n",
            "0x220      0x20  NumberOfRelocations:           0x0       \n",
            "0x222      0x22  NumberOfLinenumbers:           0x0       \n",
            "0x224      0x24  Characteristics:               0x60000020\n",
            "Flags: IMAGE_SCN_CNT_CODE, IMAGE_SCN_MEM_EXECUTE, IMAGE_SCN_MEM_READ\n",
            "Entropy: 6.247466 (Min=0.0, Max=8.0)\n",
            "MD5     hash: 6acceef5b0b59f6dae8620e9465b830d\n",
            "SHA-1   hash: 030e936b37bd5a07bdbbd37104f5d8ad81754189\n",
            "SHA-256 hash: 1efac8879f578521f450eb1b970bacae71cfc69e091397bcd16eb4c466424e3f\n",
            "SHA-512 hash: c498ff52c03a895a703df4f60f5c8dbb5509767f4c4c56fd7f744902b8dc81d9335895aa472407c5f0c22d39ab8af9c4f704399ff7bdf8091942ef7fb948ce21\n",
            "\n",
            "[IMAGE_SECTION_HEADER]\n",
            "0x228      0x0   Name:                          .rdata\n",
            "0x230      0x8   Misc:                          0x47F2    \n",
            "0x230      0x8   Misc_PhysicalAddress:          0x47F2    \n",
            "0x230      0x8   Misc_VirtualSize:              0x47F2    \n",
            "0x234      0xC   VirtualAddress:                0xA000    \n",
            "0x238      0x10  SizeOfRawData:                 0x4800    \n",
            "0x23C      0x14  PointerToRawData:              0x9000    \n",
            "0x240      0x18  PointerToRelocations:          0x0       \n",
            "0x244      0x1C  PointerToLinenumbers:          0x0       \n",
            "0x248      0x20  NumberOfRelocations:           0x0       \n",
            "0x24A      0x22  NumberOfLinenumbers:           0x0       \n",
            "0x24C      0x24  Characteristics:               0x40000040\n",
            "Flags: IMAGE_SCN_CNT_INITIALIZED_DATA, IMAGE_SCN_MEM_READ\n",
            "Entropy: 4.496162 (Min=0.0, Max=8.0)\n",
            "MD5     hash: 8c0a064c4f539917edaa27002adc5a3f\n",
            "SHA-1   hash: cfab6f6c83e57d1b9b8fd710e6c2f96927cd7fe5\n",
            "SHA-256 hash: d2208c2ee0ce52a6f760bcf5f341814b7b1ff1e54c706df0314a4d7e1ff28280\n",
            "SHA-512 hash: ce4aec736e519531dcb2c39abe387d53221e0915f627dec9a9fc6ff77c9d8037393e8c1947e2152f5448589f3e6e8524aedefc2101c9b334a4c681f4b3468438\n",
            "\n",
            "[IMAGE_SECTION_HEADER]\n",
            "0x250      0x0   Name:                          .data\n",
            "0x258      0x8   Misc:                          0x958     \n",
            "0x258      0x8   Misc_PhysicalAddress:          0x958     \n",
            "0x258      0x8   Misc_VirtualSize:              0x958     \n",
            "0x25C      0xC   VirtualAddress:                0xF000    \n",
            "0x260      0x10  SizeOfRawData:                 0x200     \n",
            "0x264      0x14  PointerToRawData:              0xD800    \n",
            "0x268      0x18  PointerToRelocations:          0x0       \n",
            "0x26C      0x1C  PointerToLinenumbers:          0x0       \n",
            "0x270      0x20  NumberOfRelocations:           0x0       \n",
            "0x272      0x22  NumberOfLinenumbers:           0x0       \n",
            "0x274      0x24  Characteristics:               0xC0000040\n",
            "Flags: IMAGE_SCN_CNT_INITIALIZED_DATA, IMAGE_SCN_MEM_READ, IMAGE_SCN_MEM_WRITE\n",
            "Entropy: 3.162585 (Min=0.0, Max=8.0)\n",
            "MD5     hash: 2ef9f0610b61d64908254d88bf69681c\n",
            "SHA-1   hash: 90c4d210be1be4e63528cb22a0e29dea1da491bc\n",
            "SHA-256 hash: d1755a26e5fe18114098d42de2695d0e1e2e8f668a731267f8390858467d4f4a\n",
            "SHA-512 hash: 7cfa46b31fe696bf10968399e4c52ab47faa571903296474a7c9bf68fcedd1be97750a0c577b06161b0228c06e29ee40b81161fd85449a09fae2ce1f200334cd\n",
            "\n",
            "[IMAGE_SECTION_HEADER]\n",
            "0x278      0x0   Name:                          .pdata\n",
            "0x280      0x8   Misc:                          0x888     \n",
            "0x280      0x8   Misc_PhysicalAddress:          0x888     \n",
            "0x280      0x8   Misc_VirtualSize:              0x888     \n",
            "0x284      0xC   VirtualAddress:                0x10000   \n",
            "0x288      0x10  SizeOfRawData:                 0xA00     \n",
            "0x28C      0x14  PointerToRawData:              0xDA00    \n",
            "0x290      0x18  PointerToRelocations:          0x0       \n",
            "0x294      0x1C  PointerToLinenumbers:          0x0       \n",
            "0x298      0x20  NumberOfRelocations:           0x0       \n",
            "0x29A      0x22  NumberOfLinenumbers:           0x0       \n",
            "0x29C      0x24  Characteristics:               0x40000040\n",
            "Flags: IMAGE_SCN_CNT_INITIALIZED_DATA, IMAGE_SCN_MEM_READ\n",
            "Entropy: 3.981319 (Min=0.0, Max=8.0)\n",
            "MD5     hash: 1fabe6ece6a6b67a8959c5cd89dad860\n",
            "SHA-1   hash: 0c7019a47035f8f0d021aee1a97fb812d58ae4b1\n",
            "SHA-256 hash: 19c91016d89ab907a53d4a61d87ca5b37c4a4fb142cb0f785fe24dea6a115f87\n",
            "SHA-512 hash: b03a53064c83fd8a1d5fb40685917d8ce2cee23c79c840ebde5b60cb4aeed7de04b99489ee42a1a89caea14d454e53f8f63f5781df83853768b400c232da2033\n",
            "\n",
            "[IMAGE_SECTION_HEADER]\n",
            "0x2A0      0x0   Name:                          .didat\n",
            "0x2A8      0x8   Misc:                          0x10      \n",
            "0x2A8      0x8   Misc_PhysicalAddress:          0x10      \n",
            "0x2A8      0x8   Misc_VirtualSize:              0x10      \n",
            "0x2AC      0xC   VirtualAddress:                0x11000   \n",
            "0x2B0      0x10  SizeOfRawData:                 0x200     \n",
            "0x2B4      0x14  PointerToRawData:              0xE400    \n",
            "0x2B8      0x18  PointerToRelocations:          0x0       \n",
            "0x2BC      0x1C  PointerToLinenumbers:          0x0       \n",
            "0x2C0      0x20  NumberOfRelocations:           0x0       \n",
            "0x2C2      0x22  NumberOfLinenumbers:           0x0       \n",
            "0x2C4      0x24  Characteristics:               0xC0000040\n",
            "Flags: IMAGE_SCN_CNT_INITIALIZED_DATA, IMAGE_SCN_MEM_READ, IMAGE_SCN_MEM_WRITE\n",
            "Entropy: 0.081539 (Min=0.0, Max=8.0)\n",
            "MD5     hash: 3930d857544e775e0fb313890f562c84\n",
            "SHA-1   hash: d93b4738908752cc8608e19d4f467c5d1724633b\n",
            "SHA-256 hash: 281bdf28c2c72d00ba0d694998c5f2e6a712d9f9efeedd103ec74abb4d726ab9\n",
            "SHA-512 hash: 1d4b75731b2545c5939d72b77cacce6137efa6a1e2a0231581d29c5c4e4874ff4640e8c76e7be6145bb3f4d053a3a0d9b5622e0d6f0b09aa12fc001f353997b9\n",
            "\n",
            "[IMAGE_SECTION_HEADER]\n",
            "0x2C8      0x0   Name:                          .reloc\n",
            "0x2D0      0x8   Misc:                          0x70      \n",
            "0x2D0      0x8   Misc_PhysicalAddress:          0x70      \n",
            "0x2D0      0x8   Misc_VirtualSize:              0x70      \n",
            "0x2D4      0xC   VirtualAddress:                0x12000   \n",
            "0x2D8      0x10  SizeOfRawData:                 0x200     \n",
            "0x2DC      0x14  PointerToRawData:              0xE600    \n",
            "0x2E0      0x18  PointerToRelocations:          0x0       \n",
            "0x2E4      0x1C  PointerToLinenumbers:          0x0       \n",
            "0x2E8      0x20  NumberOfRelocations:           0x0       \n",
            "0x2EA      0x22  NumberOfLinenumbers:           0x0       \n",
            "0x2EC      0x24  Characteristics:               0x42000040\n",
            "Flags: IMAGE_SCN_CNT_INITIALIZED_DATA, IMAGE_SCN_MEM_DISCARDABLE, IMAGE_SCN_MEM_READ\n",
            "Entropy: 1.353840 (Min=0.0, Max=8.0)\n",
            "MD5     hash: 27b0c708c45948fb70dff90cdeedbf4e\n",
            "SHA-1   hash: e500f70b1659d39484f83e84ab0ab529e9d4d26e\n",
            "SHA-256 hash: b8bf53b088976af5e7692a175b2afe77aaf56657f3f99219eef4f42507fd8085\n",
            "SHA-512 hash: 25bef88860cf934e8e9812d66d22a7c6000f39a833da7215846f98b4395d07150f754d5fb086ae3da8bb062f2a50e8d090d851337fab7cf1d3c820926ef1c1d7\n",
            "\n",
            "----------Directories----------\n",
            "\n",
            "[IMAGE_DIRECTORY_ENTRY_EXPORT]\n",
            "0x180      0x0   VirtualAddress:                0x0       \n",
            "0x184      0x4   Size:                          0x0       \n",
            "[IMAGE_DIRECTORY_ENTRY_IMPORT]\n",
            "0x188      0x0   VirtualAddress:                0xD290    \n",
            "0x18C      0x4   Size:                          0x2A8     \n",
            "[IMAGE_DIRECTORY_ENTRY_RESOURCE]\n",
            "0x190      0x0   VirtualAddress:                0x0       \n",
            "0x194      0x4   Size:                          0x0       \n",
            "[IMAGE_DIRECTORY_ENTRY_EXCEPTION]\n",
            "0x198      0x0   VirtualAddress:                0x10000   \n",
            "0x19C      0x4   Size:                          0x888     \n",
            "[IMAGE_DIRECTORY_ENTRY_SECURITY]\n",
            "0x1A0      0x0   VirtualAddress:                0xE800    \n",
            "0x1A4      0x4   Size:                          0x21A0    \n",
            "[IMAGE_DIRECTORY_ENTRY_BASERELOC]\n",
            "0x1A8      0x0   VirtualAddress:                0x12000   \n",
            "0x1AC      0x4   Size:                          0x70      \n",
            "[IMAGE_DIRECTORY_ENTRY_DEBUG]\n",
            "0x1B0      0x0   VirtualAddress:                0xB580    \n",
            "0x1B4      0x4   Size:                          0x54      \n",
            "[IMAGE_DIRECTORY_ENTRY_COPYRIGHT]\n",
            "0x1B8      0x0   VirtualAddress:                0x0       \n",
            "0x1BC      0x4   Size:                          0x0       \n",
            "[IMAGE_DIRECTORY_ENTRY_GLOBALPTR]\n",
            "0x1C0      0x0   VirtualAddress:                0x0       \n",
            "0x1C4      0x4   Size:                          0x0       \n",
            "[IMAGE_DIRECTORY_ENTRY_TLS]\n",
            "0x1C8      0x0   VirtualAddress:                0x0       \n",
            "0x1CC      0x4   Size:                          0x0       \n",
            "[IMAGE_DIRECTORY_ENTRY_LOAD_CONFIG]\n",
            "0x1D0      0x0   VirtualAddress:                0xA080    \n",
            "0x1D4      0x4   Size:                          0x100     \n",
            "[IMAGE_DIRECTORY_ENTRY_BOUND_IMPORT]\n",
            "0x1D8      0x0   VirtualAddress:                0x0       \n",
            "0x1DC      0x4   Size:                          0x0       \n",
            "[IMAGE_DIRECTORY_ENTRY_IAT]\n",
            "0x1E0      0x0   VirtualAddress:                0xA180    \n",
            "0x1E4      0x4   Size:                          0x4C8     \n",
            "[IMAGE_DIRECTORY_ENTRY_DELAY_IMPORT]\n",
            "0x1E8      0x0   VirtualAddress:                0xD210    \n",
            "0x1EC      0x4   Size:                          0x40      \n",
            "[IMAGE_DIRECTORY_ENTRY_COM_DESCRIPTOR]\n",
            "0x1F0      0x0   VirtualAddress:                0x0       \n",
            "0x1F4      0x4   Size:                          0x0       \n",
            "[IMAGE_DIRECTORY_ENTRY_RESERVED]\n",
            "0x1F8      0x0   VirtualAddress:                0x0       \n",
            "0x1FC      0x4   Size:                          0x0       \n",
            "\n",
            "----------Imported symbols----------\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC290     0x0   OriginalFirstThunk:            0xD948    \n",
            "0xC290     0x0   Characteristics:               0xD948    \n",
            "0xC294     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC298     0x8   ForwarderChain:                0x0       \n",
            "0xC29C     0xC   Name:                          0xDA5C    \n",
            "0xC2A0     0x10  FirstThunk:                    0xA590    \n",
            "\n",
            "api-ms-win-crt-runtime-l1-1-0.dll._initterm Hint[54]\n",
            "api-ms-win-crt-runtime-l1-1-0.dll._initterm_e Hint[55]\n",
            "api-ms-win-crt-runtime-l1-1-0.dll._c_exit Hint[21]\n",
            "api-ms-win-crt-runtime-l1-1-0.dll._register_thread_local_exe_atexit_callback Hint[61]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC2A4     0x0   OriginalFirstThunk:            0xD970    \n",
            "0xC2A4     0x0   Characteristics:               0xD970    \n",
            "0xC2A8     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC2AC     0x8   ForwarderChain:                0x0       \n",
            "0xC2B0     0xC   Name:                          0xDA7E    \n",
            "0xC2B4     0x10  FirstThunk:                    0xA5B8    \n",
            "\n",
            "api-ms-win-crt-string-l1-1-0.dll.memset Hint[131]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC2B8     0x0   OriginalFirstThunk:            0xD820    \n",
            "0xC2B8     0x0   Characteristics:               0xD820    \n",
            "0xC2BC     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC2C0     0x8   ForwarderChain:                0x0       \n",
            "0xC2C4     0xC   Name:                          0xDD68    \n",
            "0xC2C8     0x10  FirstThunk:                    0xA468    \n",
            "\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__crt_atexit Hint[166]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__errno Hint[191]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__exit Hint[198]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__get_initial_wide_environment Hint[270]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__initialize_onexit_table Hint[316]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__initialize_wide_environment Hint[317]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__invalid_parameter_noinfo Hint[318]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__invalid_parameter_noinfo_noreturn Hint[319]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__register_onexit_function Hint[592]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__seh_filter_exe Hint[601]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__set_app_type Hint[603]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__set_fmode Hint[606]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__set_new_mode Hint[609]\n",
            "api-ms-win-crt-private-l1-1-0.dll.memcpy Hint[1120]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__cexit Hint[146]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__wcsicmp Hint[716]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__wtoi Hint[818]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o_exit Hint[876]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o_free Hint[907]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o_malloc Hint[982]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o_terminate Hint[1075]\n",
            "api-ms-win-crt-private-l1-1-0.dll.__C_specific_handler Hint[12]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o___stdio_common_vsnprintf_s Hint[105]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__callnewh Hint[144]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__configure_wide_argv Hint[160]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o__configthreadlocale Hint[158]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o___std_exception_destroy Hint[94]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o___std_exception_copy Hint[93]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o___p__commode Hint[82]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o___p___wargv Hint[80]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o___p___argc Hint[78]\n",
            "api-ms-win-crt-private-l1-1-0.dll._o___stdio_common_vswprintf Hint[111]\n",
            "api-ms-win-crt-private-l1-1-0.dll.memmove Hint[1121]\n",
            "api-ms-win-crt-private-l1-1-0.dll._CxxThrowException Hint[1]\n",
            "api-ms-win-crt-private-l1-1-0.dll.__std_terminate Hint[41]\n",
            "api-ms-win-crt-private-l1-1-0.dll.__CxxFrameHandler3 Hint[18]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC2CC     0x0   OriginalFirstThunk:            0xD690    \n",
            "0xC2CC     0x0   Characteristics:               0xD690    \n",
            "0xC2D0     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC2D4     0x8   ForwarderChain:                0x0       \n",
            "0xC2D8     0xC   Name:                          0xE214    \n",
            "0xC2DC     0x10  FirstThunk:                    0xA2D8    \n",
            "\n",
            "api-ms-win-core-libraryloader-l1-2-0.dll.GetModuleHandleExW Hint[19]\n",
            "api-ms-win-core-libraryloader-l1-2-0.dll.GetProcAddress Hint[21]\n",
            "api-ms-win-core-libraryloader-l1-2-0.dll.GetModuleHandleW Hint[20]\n",
            "api-ms-win-core-libraryloader-l1-2-0.dll.GetModuleFileNameA Hint[15]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC2E0     0x0   OriginalFirstThunk:            0xD7B8    \n",
            "0xC2E0     0x0   Characteristics:               0xD7B8    \n",
            "0xC2E4     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC2E8     0x8   ForwarderChain:                0x0       \n",
            "0xC2EC     0xC   Name:                          0xE23E    \n",
            "0xC2F0     0x10  FirstThunk:                    0xA400    \n",
            "\n",
            "api-ms-win-core-synch-l1-1-0.dll.OpenSemaphoreW Hint[33]\n",
            "api-ms-win-core-synch-l1-1-0.dll.ReleaseSemaphore Hint[38]\n",
            "api-ms-win-core-synch-l1-1-0.dll.WaitForSingleObject Hint[54]\n",
            "api-ms-win-core-synch-l1-1-0.dll.ReleaseMutex Hint[35]\n",
            "api-ms-win-core-synch-l1-1-0.dll.WaitForSingleObjectEx Hint[55]\n",
            "api-ms-win-core-synch-l1-1-0.dll.CreateMutexExW Hint[9]\n",
            "api-ms-win-core-synch-l1-1-0.dll.CreateSemaphoreExW Hint[11]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC2F4     0x0   OriginalFirstThunk:            0xD648    \n",
            "0xC2F4     0x0   Characteristics:               0xD648    \n",
            "0xC2F8     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC2FC     0x8   ForwarderChain:                0x0       \n",
            "0xC300     0xC   Name:                          0xE260    \n",
            "0xC304     0x10  FirstThunk:                    0xA290    \n",
            "\n",
            "api-ms-win-core-heap-l1-1-0.dll.GetProcessHeap Hint[0]\n",
            "api-ms-win-core-heap-l1-1-0.dll.HeapFree Hint[6]\n",
            "api-ms-win-core-heap-l1-1-0.dll.HeapAlloc Hint[2]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC308     0x0   OriginalFirstThunk:            0xD5E8    \n",
            "0xC308     0x0   Characteristics:               0xD5E8    \n",
            "0xC30C     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC310     0x8   ForwarderChain:                0x0       \n",
            "0xC314     0xC   Name:                          0xE280    \n",
            "0xC318     0x10  FirstThunk:                    0xA230    \n",
            "\n",
            "api-ms-win-core-errorhandling-l1-1-0.dll.UnhandledExceptionFilter Hint[17]\n",
            "api-ms-win-core-errorhandling-l1-1-0.dll.SetLastError Hint[13]\n",
            "api-ms-win-core-errorhandling-l1-1-0.dll.SetUnhandledExceptionFilter Hint[15]\n",
            "api-ms-win-core-errorhandling-l1-1-0.dll.GetLastError Hint[5]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC31C     0x0   OriginalFirstThunk:            0xD580    \n",
            "0xC31C     0x0   Characteristics:               0xD580    \n",
            "0xC320     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC324     0x8   ForwarderChain:                0x0       \n",
            "0xC328     0xC   Name:                          0xE2AA    \n",
            "0xC32C     0x10  FirstThunk:                    0xA1C8    \n",
            "\n",
            "api-ms-win-core-com-l1-1-0.dll.CoInitializeEx Hint[40]\n",
            "api-ms-win-core-com-l1-1-0.dll.StringFromGUID2 Hint[82]\n",
            "api-ms-win-core-com-l1-1-0.dll.CoUninitialize Hint[68]\n",
            "api-ms-win-core-com-l1-1-0.dll.CLSIDFromString Hint[2]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC330     0x0   OriginalFirstThunk:            0xD980    \n",
            "0xC330     0x0   Characteristics:               0xD980    \n",
            "0xC334     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC338     0x8   ForwarderChain:                0x0       \n",
            "0xC33C     0xC   Name:                          0xE2CA    \n",
            "0xC340     0x10  FirstThunk:                    0xA5C8    \n",
            "\n",
            "api-ms-win-eventing-provider-l1-1-0.dll.EventUnregister Hint[5]\n",
            "api-ms-win-eventing-provider-l1-1-0.dll.EventWriteTransfer Hint[9]\n",
            "api-ms-win-eventing-provider-l1-1-0.dll.EventActivityIdControl Hint[0]\n",
            "api-ms-win-eventing-provider-l1-1-0.dll.EventSetInformation Hint[4]\n",
            "api-ms-win-eventing-provider-l1-1-0.dll.EventRegister Hint[3]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC344     0x0   OriginalFirstThunk:            0xD6F8    \n",
            "0xC344     0x0   Characteristics:               0xD6F8    \n",
            "0xC348     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC34C     0x8   ForwarderChain:                0x0       \n",
            "0xC350     0xC   Name:                          0xE2F2    \n",
            "0xC354     0x10  FirstThunk:                    0xA340    \n",
            "\n",
            "api-ms-win-core-processthreads-l1-1-0.dll.GetExitCodeProcess Hint[19]\n",
            "api-ms-win-core-processthreads-l1-1-0.dll.GetCurrentThreadId Hint[17]\n",
            "api-ms-win-core-processthreads-l1-1-0.dll.ProcessIdToSessionId Hint[52]\n",
            "api-ms-win-core-processthreads-l1-1-0.dll.GetCurrentProcessId Hint[13]\n",
            "api-ms-win-core-processthreads-l1-1-0.dll.CreateProcessAsUserW Hint[0]\n",
            "api-ms-win-core-processthreads-l1-1-0.dll.GetCurrentProcess Hint[12]\n",
            "api-ms-win-core-processthreads-l1-1-0.dll.TerminateProcess Hint[77]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC358     0x0   OriginalFirstThunk:            0xD6C8    \n",
            "0xC358     0x0   Characteristics:               0xD6C8    \n",
            "0xC35C     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC360     0x8   ForwarderChain:                0x0       \n",
            "0xC364     0xC   Name:                          0xE31C    \n",
            "0xC368     0x10  FirstThunk:                    0xA310    \n",
            "\n",
            "api-ms-win-core-localization-l1-2-0.dll.FormatMessageW Hint[9]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC36C     0x0   OriginalFirstThunk:            0xD5A8    \n",
            "0xC36C     0x0   Characteristics:               0xD5A8    \n",
            "0xC370     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC374     0x8   ForwarderChain:                0x0       \n",
            "0xC378     0xC   Name:                          0xE344    \n",
            "0xC37C     0x10  FirstThunk:                    0xA1F0    \n",
            "\n",
            "api-ms-win-core-debug-l1-1-0.dll.IsDebuggerPresent Hint[5]\n",
            "api-ms-win-core-debug-l1-1-0.dll.OutputDebugStringW Hint[7]\n",
            "api-ms-win-core-debug-l1-1-0.dll.DebugBreak Hint[4]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC380     0x0   OriginalFirstThunk:            0xD638    \n",
            "0xC380     0x0   Characteristics:               0xD638    \n",
            "0xC384     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC388     0x8   ForwarderChain:                0x0       \n",
            "0xC38C     0xC   Name:                          0xE366    \n",
            "0xC390     0x10  FirstThunk:                    0xA280    \n",
            "\n",
            "api-ms-win-core-handle-l1-1-0.dll.CloseHandle Hint[0]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC394     0x0   OriginalFirstThunk:            0xD7F8    \n",
            "0xC394     0x0   Characteristics:               0xD7F8    \n",
            "0xC398     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC39C     0x8   ForwarderChain:                0x0       \n",
            "0xC3A0     0xC   Name:                          0xE388    \n",
            "0xC3A4     0x10  FirstThunk:                    0xA440    \n",
            "\n",
            "api-ms-win-core-synch-l1-2-0.dll.Sleep Hint[45]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC3A8     0x0   OriginalFirstThunk:            0xD808    \n",
            "0xC3A8     0x0   Characteristics:               0xD808    \n",
            "0xC3AC     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC3B0     0x8   ForwarderChain:                0x0       \n",
            "0xC3B4     0xC   Name:                          0xE3AA    \n",
            "0xC3B8     0x10  FirstThunk:                    0xA450    \n",
            "\n",
            "api-ms-win-core-sysinfo-l1-1-0.dll.GetSystemTimeAsFileTime Hint[21]\n",
            "api-ms-win-core-sysinfo-l1-1-0.dll.GetTickCount64 Hint[26]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC3BC     0x0   OriginalFirstThunk:            0xD788    \n",
            "0xC3BC     0x0   Characteristics:               0xD788    \n",
            "0xC3C0     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC3C4     0x8   ForwarderChain:                0x0       \n",
            "0xC3C8     0xC   Name:                          0xE3CE    \n",
            "0xC3CC     0x10  FirstThunk:                    0xA3D0    \n",
            "\n",
            "api-ms-win-core-rtlsupport-l1-1-0.dll.RtlCaptureContext Hint[2]\n",
            "api-ms-win-core-rtlsupport-l1-1-0.dll.RtlVirtualUnwind Hint[15]\n",
            "api-ms-win-core-rtlsupport-l1-1-0.dll.RtlLookupFunctionEntry Hint[9]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC3D0     0x0   OriginalFirstThunk:            0xD738    \n",
            "0xC3D0     0x0   Characteristics:               0xD738    \n",
            "0xC3D4     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC3D8     0x8   ForwarderChain:                0x0       \n",
            "0xC3DC     0xC   Name:                          0xE3F4    \n",
            "0xC3E0     0x10  FirstThunk:                    0xA380    \n",
            "\n",
            "api-ms-win-core-processthreads-l1-1-1.dll.IsProcessorFeaturePresent Hint[47]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC3E4     0x0   OriginalFirstThunk:            0xD748    \n",
            "0xC3E4     0x0   Characteristics:               0xD748    \n",
            "0xC3E8     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC3EC     0x8   ForwarderChain:                0x0       \n",
            "0xC3F0     0xC   Name:                          0xE41E    \n",
            "0xC3F4     0x10  FirstThunk:                    0xA390    \n",
            "\n",
            "api-ms-win-core-profile-l1-1-0.dll.QueryPerformanceCounter Hint[0]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC3F8     0x0   OriginalFirstThunk:            0xD680    \n",
            "0xC3F8     0x0   Characteristics:               0xD680    \n",
            "0xC3FC     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC400     0x8   ForwarderChain:                0x0       \n",
            "0xC404     0xC   Name:                          0xE442    \n",
            "0xC408     0x10  FirstThunk:                    0xA2C8    \n",
            "\n",
            "api-ms-win-core-interlocked-l1-1-0.dll.InitializeSListHead Hint[0]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC40C     0x0   OriginalFirstThunk:            0xD6D8    \n",
            "0xC40C     0x0   Characteristics:               0xD6D8    \n",
            "0xC410     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC414     0x8   ForwarderChain:                0x0       \n",
            "0xC418     0xC   Name:                          0xE46A    \n",
            "0xC41C     0x10  FirstThunk:                    0xA320    \n",
            "\n",
            "api-ms-win-core-processenvironment-l1-1-0.dll.GetEnvironmentVariableW Hint[11]\n",
            "api-ms-win-core-processenvironment-l1-1-0.dll.ExpandEnvironmentStringsW Hint[1]\n",
            "api-ms-win-core-processenvironment-l1-1-0.dll.GetStdHandle Hint[12]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC420     0x0   OriginalFirstThunk:            0xD610    \n",
            "0xC420     0x0   Characteristics:               0xD610    \n",
            "0xC424     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC428     0x8   ForwarderChain:                0x0       \n",
            "0xC42C     0xC   Name:                          0xE498    \n",
            "0xC430     0x10  FirstThunk:                    0xA258    \n",
            "\n",
            "api-ms-win-core-file-l1-1-0.dll.DeleteFileW Hint[9]\n",
            "api-ms-win-core-file-l1-1-0.dll.CreateFileW Hint[6]\n",
            "api-ms-win-core-file-l1-1-0.dll.WriteFile Hint[89]\n",
            "api-ms-win-core-file-l1-1-0.dll.ReadFile Hint[71]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC434     0x0   OriginalFirstThunk:            0xD7A8    \n",
            "0xC434     0x0   Characteristics:               0xD7A8    \n",
            "0xC438     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC43C     0x8   ForwarderChain:                0x0       \n",
            "0xC440     0xC   Name:                          0xE4B8    \n",
            "0xC444     0x10  FirstThunk:                    0xA3F0    \n",
            "\n",
            "api-ms-win-core-shlwapi-legacy-l1-1-0.dll.PathFileExistsW Hint[20]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC448     0x0   OriginalFirstThunk:            0xD9D8    \n",
            "0xC448     0x0   Characteristics:               0xD9D8    \n",
            "0xC44C     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC450     0x8   ForwarderChain:                0x0       \n",
            "0xC454     0xC   Name:                          0xE4E2    \n",
            "0xC458     0x10  FirstThunk:                    0xA620    \n",
            "\n",
            "api-ms-win-shell-shdirectory-l1-1-0.dll Ordinal[292] (Imported by Ordinal)\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC45C     0x0   OriginalFirstThunk:            0xD538    \n",
            "0xC45C     0x0   Characteristics:               0xD538    \n",
            "0xC460     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC464     0x8   ForwarderChain:                0x0       \n",
            "0xC468     0xC   Name:                          0xE50A    \n",
            "0xC46C     0x10  FirstThunk:                    0xA180    \n",
            "\n",
            "USERENV.dll.UnloadUserProfile Hint[55]\n",
            "USERENV.dll.LoadUserProfileW Hint[43]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC470     0x0   OriginalFirstThunk:            0xD6B8    \n",
            "0xC470     0x0   Characteristics:               0xD6B8    \n",
            "0xC474     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC478     0x8   ForwarderChain:                0x0       \n",
            "0xC47C     0xC   Name:                          0xE516    \n",
            "0xC480     0x10  FirstThunk:                    0xA300    \n",
            "\n",
            "api-ms-win-core-libraryloader-l1-2-1.dll.LoadLibraryW Hint[62]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC484     0x0   OriginalFirstThunk:            0xD550    \n",
            "0xC484     0x0   Characteristics:               0xD550    \n",
            "0xC488     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC48C     0x8   ForwarderChain:                0x0       \n",
            "0xC490     0xC   Name:                          0xE5B4    \n",
            "0xC494     0x10  FirstThunk:                    0xA198    \n",
            "\n",
            "WTSAPI32.dll.WTSEnumerateProcessesW Hint[16]\n",
            "WTSAPI32.dll.WTSQuerySessionInformationW Hint[38]\n",
            "WTSAPI32.dll.WTSQueryUserToken Hint[41]\n",
            "WTSAPI32.dll.WTSEnumerateSessionsW Hint[22]\n",
            "WTSAPI32.dll.WTSFreeMemory Hint[23]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC498     0x0   OriginalFirstThunk:            0xD9E8    \n",
            "0xC498     0x0   Characteristics:               0xD9E8    \n",
            "0xC49C     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC4A0     0x8   ForwarderChain:                0x0       \n",
            "0xC4A4     0xC   Name:                          0xE5FE    \n",
            "0xC4A8     0x10  FirstThunk:                    0xA630    \n",
            "\n",
            "msvcp_win.dll.?_Xbad_alloc@std@@YAXXZ Hint[652]\n",
            "msvcp_win.dll.?_Xlength_error@std@@YAXPEBD@Z Hint[655]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC4AC     0x0   OriginalFirstThunk:            0xD5D8    \n",
            "0xC4AC     0x0   Characteristics:               0xD5D8    \n",
            "0xC4B0     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC4B4     0x8   ForwarderChain:                0x0       \n",
            "0xC4B8     0xC   Name:                          0xE70C    \n",
            "0xC4BC     0x10  FirstThunk:                    0xA220    \n",
            "\n",
            "api-ms-win-core-delayload-l1-1-1.dll.ResolveDelayLoadedAPI Hint[1]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC4C0     0x0   OriginalFirstThunk:            0xD5C8    \n",
            "0xC4C0     0x0   Characteristics:               0xD5C8    \n",
            "0xC4C4     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC4C8     0x8   ForwarderChain:                0x0       \n",
            "0xC4CC     0xC   Name:                          0xE732    \n",
            "0xC4D0     0x10  FirstThunk:                    0xA210    \n",
            "\n",
            "api-ms-win-core-delayload-l1-1-0.dll.DelayLoadFailureHook Hint[0]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC4D4     0x0   OriginalFirstThunk:            0xD9B0    \n",
            "0xC4D4     0x0   Characteristics:               0xD9B0    \n",
            "0xC4D8     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC4DC     0x8   ForwarderChain:                0x0       \n",
            "0xC4E0     0xC   Name:                          0xE758    \n",
            "0xC4E4     0x10  FirstThunk:                    0xA5F8    \n",
            "\n",
            "api-ms-win-security-base-l1-1-0.dll.CreateWellKnownSid Hint[35]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC4E8     0x0   OriginalFirstThunk:            0xD668    \n",
            "0xC4E8     0x0   Characteristics:               0xD668    \n",
            "0xC4EC     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC4F0     0x8   ForwarderChain:                0x0       \n",
            "0xC4F4     0xC   Name:                          0xE77C    \n",
            "0xC4F8     0x10  FirstThunk:                    0xA2B0    \n",
            "\n",
            "api-ms-win-core-heap-l2-1-0.dll.LocalFree Hint[3]\n",
            "api-ms-win-core-heap-l2-1-0.dll.LocalAlloc Hint[2]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC4FC     0x0   OriginalFirstThunk:            0xD9C0    \n",
            "0xC4FC     0x0   Characteristics:               0xD9C0    \n",
            "0xC500     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC504     0x8   ForwarderChain:                0x0       \n",
            "0xC508     0xC   Name:                          0xE79C    \n",
            "0xC50C     0x10  FirstThunk:                    0xA608    \n",
            "\n",
            "api-ms-win-security-provider-l1-1-0.dll.SetEntriesInAclW Hint[3]\n",
            "api-ms-win-security-provider-l1-1-0.dll.SetNamedSecurityInfoW Hint[4]\n",
            "\n",
            "[IMAGE_IMPORT_DESCRIPTOR]\n",
            "0xC510     0x0   OriginalFirstThunk:            0xD758    \n",
            "0xC510     0x0   Characteristics:               0xD758    \n",
            "0xC514     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0xC518     0x8   ForwarderChain:                0x0       \n",
            "0xC51C     0xC   Name:                          0xE7C4    \n",
            "0xC520     0x10  FirstThunk:                    0xA3A0    \n",
            "\n",
            "api-ms-win-core-registry-l1-1-0.dll.RegCreateKeyExW Hint[3]\n",
            "api-ms-win-core-registry-l1-1-0.dll.RegDeleteValueW Hint[11]\n",
            "api-ms-win-core-registry-l1-1-0.dll.RegCloseKey Hint[0]\n",
            "api-ms-win-core-registry-l1-1-0.dll.RegOpenKeyExW Hint[30]\n",
            "api-ms-win-core-registry-l1-1-0.dll.RegSetValueExW Hint[46]\n",
            "\n",
            "----------Delay Imported symbols----------\n",
            "\n",
            "[IMAGE_DELAY_IMPORT_DESCRIPTOR]\n",
            "0xC210     0x0   grAttrs:                       0x1       \n",
            "0xC214     0x4   szName:                        0xA780    \n",
            "0xC218     0x8   phmod:                         0xF7A8    \n",
            "0xC21C     0xC   pIAT:                          0x11000   \n",
            "0xC220     0x10  pINT:                          0xD250    \n",
            "0xC224     0x14  pBoundIAT:                     0xD280    \n",
            "0xC228     0x18  pUnloadIAT:                    0x0       \n",
            "0xC22C     0x1C  dwTimeStamp:                   0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "\n",
            "api-ms-win-security-cpwl-l1-1-0.dll.CreateProcessWithLogonW Hint[0] Bound: 0x1400091B6\n",
            "\n",
            "----------LOAD_CONFIG----------\n",
            "\n",
            "[IMAGE_LOAD_CONFIG_DIRECTORY]\n",
            "0x9080     0x0   Size:                          0x100     \n",
            "0x9084     0x4   TimeDateStamp:                 0x0        [Thu Jan  1 00:00:00 1970 UTC]\n",
            "0x9088     0x8   MajorVersion:                  0x0       \n",
            "0x908A     0xA   MinorVersion:                  0x0       \n",
            "0x908C     0xC   GlobalFlagsClear:              0x0       \n",
            "0x9090     0x10  GlobalFlagsSet:                0x0       \n",
            "0x9094     0x14  CriticalSectionDefaultTimeout: 0x0       \n",
            "0x9098     0x18  DeCommitFreeBlockThreshold:    0x0       \n",
            "0x90A0     0x20  DeCommitTotalFreeThreshold:    0x0       \n",
            "0x90A8     0x28  LockPrefixTable:               0x0       \n",
            "0x90B0     0x30  MaximumAllocationSize:         0x0       \n",
            "0x90B8     0x38  VirtualMemoryThreshold:        0x0       \n",
            "0x90C0     0x40  ProcessAffinityMask:           0x0       \n",
            "0x90C8     0x48  ProcessHeapFlags:              0x0       \n",
            "0x90CC     0x4C  CSDVersion:                    0x0       \n",
            "0x90CE     0x4E  Reserved1:                     0x0       \n",
            "0x90D0     0x50  EditList:                      0x0       \n",
            "0x90D8     0x58  SecurityCookie:                0x14000F190\n",
            "0x90E0     0x60  SEHandlerTable:                0x0       \n",
            "0x90E8     0x68  SEHandlerCount:                0x0       \n",
            "0x90F0     0x70  GuardCFCheckFunctionPointer:   0x14000A648\n",
            "0x90F8     0x78  GuardCFDispatchFunctionPointer: 0x14000A650\n",
            "0x9100     0x80  GuardCFFunctionTable:          0x14000A6E8\n",
            "0x9108     0x88  GuardCFFunctionCount:          0x22      \n",
            "0x9110     0x90  GuardFlags:                    0x17500   \n",
            "0x9114     0x94  CodeIntegrityFlags:            0x0       \n",
            "0x9116     0x96  CodeIntegrityCatalog:          0x0       \n",
            "0x9118     0x98  CodeIntegrityCatalogOffset:    0x0       \n",
            "0x911C     0x9C  CodeIntegrityReserved:         0x0       \n",
            "0x9120     0xA0  GuardAddressTakenIatEntryTable: 0x14000A770\n",
            "0x9128     0xA8  GuardAddressTakenIatEntryCount: 0x1       \n",
            "0x9130     0xB0  GuardLongJumpTargetTable:      0x0       \n",
            "0x9138     0xB8  GuardLongJumpTargetCount:      0x0       \n",
            "0x9140     0xC0  DynamicValueRelocTable:        0x0       \n",
            "0x9148     0xC8  CHPEMetadataPointer:           0x0       \n",
            "0x9150     0xD0  GuardRFFailureRoutine:         0x0       \n",
            "0x9158     0xD8  GuardRFFailureRoutineFunctionPointer: 0x0       \n",
            "0x9160     0xE0  DynamicValueRelocTableOffset:  0x0       \n",
            "0x9164     0xE4  DynamicValueRelocTableSection: 0x0       \n",
            "0x9166     0xE6  Reserved2:                     0x0       \n",
            "0x9168     0xE8  GuardRFVerifyStackPointerFunctionPointer: 0x0       \n",
            "0x9170     0xF0  HotPatchTableOffset:           0x0       \n",
            "0x9174     0xF4  Reserved3:                     0x0       \n",
            "0x9178     0xF8  EnclaveConfigurationPointer:   0x0       \n",
            "\n",
            "----------Debug information----------\n",
            "\n",
            "[IMAGE_DEBUG_DIRECTORY]\n",
            "0xA580     0x0   Characteristics:               0x0       \n",
            "0xA584     0x4   TimeDateStamp:                 0x2A5041CE [Tue Jun 30 11:13:18 1992 UTC]\n",
            "0xA588     0x8   MajorVersion:                  0x0       \n",
            "0xA58A     0xA   MinorVersion:                  0x0       \n",
            "0xA58C     0xC   Type:                          0x2       \n",
            "0xA590     0x10  SizeOfData:                    0x2F      \n",
            "0xA594     0x14  AddressOfRawData:              0xB980    \n",
            "0xA598     0x18  PointerToRawData:              0xA980    \n",
            "Type: IMAGE_DEBUG_TYPE_CODEVIEW\n",
            "\n",
            "    [CV_INFO_PDB70]\n",
            "    0xA980     0x0   CvSignature:                   RSDS\n",
            "    0xA984     0x4   Signature_Data1:               7CC15AAC\n",
            "    0xA988     0x8   Signature_Data2:               D4E4    \n",
            "    0xA98A     0xA   Signature_Data3:               2D4A    \n",
            "    0xA98C     0xC   Signature_Data4:               54      \n",
            "    0xA98D     0xD   Signature_Data5:               8C      \n",
            "    0xA98E     0xE   Signature_Data6:               A74A428A5E22\n",
            "    0xA994     0x14  Age:                           0x1       \n",
            "    0xA998     0x18  PdbFileName:                   HvsiSettingsWorker.pdb\n",
            "\n",
            "[IMAGE_DEBUG_DIRECTORY]\n",
            "0xA59C     0x0   Characteristics:               0x0       \n",
            "0xA5A0     0x4   TimeDateStamp:                 0x2A5041CE [Tue Jun 30 11:13:18 1992 UTC]\n",
            "0xA5A4     0x8   MajorVersion:                  0x0       \n",
            "0xA5A6     0xA   MinorVersion:                  0x0       \n",
            "0xA5A8     0xC   Type:                          0xD       \n",
            "0xA5AC     0x10  SizeOfData:                    0x400     \n",
            "0xA5B0     0x14  AddressOfRawData:              0xB9B0    \n",
            "0xA5B4     0x18  PointerToRawData:              0xA9B0    \n",
            "Type: IMAGE_DEBUG_TYPE_POGO\n",
            "\n",
            "[IMAGE_DEBUG_DIRECTORY]\n",
            "0xA5B8     0x0   Characteristics:               0x0       \n",
            "0xA5BC     0x4   TimeDateStamp:                 0x2A5041CE [Tue Jun 30 11:13:18 1992 UTC]\n",
            "0xA5C0     0x8   MajorVersion:                  0x0       \n",
            "0xA5C2     0xA   MinorVersion:                  0x0       \n",
            "0xA5C4     0xC   Type:                          0x10      \n",
            "0xA5C8     0x10  SizeOfData:                    0x0       \n",
            "0xA5CC     0x14  AddressOfRawData:              0x0       \n",
            "0xA5D0     0x18  PointerToRawData:              0x0       \n",
            "Type: IMAGE_DEBUG_TYPE_REPRO\n",
            "\n",
            "----------Base relocations----------\n",
            "\n",
            "[IMAGE_BASE_RELOCATION]\n",
            "0xE600     0x0   VirtualAddress:                0xA000    \n",
            "0xE604     0x4   SizeOfBlock:                   0x48      \n",
            "    0000A000h DIR64\n",
            "    0000A008h DIR64\n",
            "    0000A010h DIR64\n",
            "    0000A018h DIR64\n",
            "    0000A020h DIR64\n",
            "    0000A028h DIR64\n",
            "    0000A030h DIR64\n",
            "    0000A038h DIR64\n",
            "    0000A040h DIR64\n",
            "    0000A048h DIR64\n",
            "    0000A050h DIR64\n",
            "    0000A058h DIR64\n",
            "    0000A060h DIR64\n",
            "    0000A068h DIR64\n",
            "    0000A070h DIR64\n",
            "    0000A0D8h DIR64\n",
            "    0000A0F0h DIR64\n",
            "    0000A0F8h DIR64\n",
            "    0000A100h DIR64\n",
            "    0000A120h DIR64\n",
            "    0000A648h DIR64\n",
            "    0000A650h DIR64\n",
            "    0000A660h DIR64\n",
            "    0000A668h DIR64\n",
            "    0000A670h DIR64\n",
            "    0000A678h DIR64\n",
            "    0000A680h DIR64\n",
            "    0000A688h DIR64\n",
            "    0000A6A0h DIR64\n",
            "    0000A6A8h DIR64\n",
            "    0000A6B0h DIR64\n",
            "    0000A6B8h DIR64\n",
            "\n",
            "[IMAGE_BASE_RELOCATION]\n",
            "0xE648     0x0   VirtualAddress:                0xF000    \n",
            "0xE64C     0x4   SizeOfBlock:                   0x1C      \n",
            "    0000F008h DIR64\n",
            "    0000F040h DIR64\n",
            "    0000F050h DIR64\n",
            "    0000F070h DIR64\n",
            "    0000F0A0h DIR64\n",
            "    0000F0C8h DIR64\n",
            "    0000F0F8h DIR64\n",
            "    0000F120h DIR64\n",
            "    0000F148h DIR64\n",
            "    0000F160h DIR64\n",
            "\n",
            "[IMAGE_BASE_RELOCATION]\n",
            "0xE664     0x0   VirtualAddress:                0x11000   \n",
            "0xE668     0x4   SizeOfBlock:                   0xC       \n",
            "    00011000h DIR64\n",
            "    00011000h ABSOLUTE\n",
            "\n",
            "----------Unwind data for exception handling----------\n",
            "\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA00     0x0   BeginAddress:                  0x1000    \n",
            "0xDA04     0x4   EndAddress:                    0x1078    \n",
            "0xDA08     0x8   UnwindData:                    0xC1A4    \n",
            "    [UNWIND_INFO]\n",
            "    0xB1A4     0x0   Version:                       0x1       \n",
            "    0xB1A4     0x0   Flags:                         0x0       \n",
            "    0xB1A5     0x1   SizeOfProlog:                  0x6       \n",
            "    0xB1A6     0x2   CountOfCodes:                  0x2       \n",
            "    0xB1A7     0x3   FrameRegister:                 0x0       \n",
            "    0xB1A7     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x40; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA0C     0x0   BeginAddress:                  0x1078    \n",
            "0xDA10     0x4   EndAddress:                    0x1111    \n",
            "0xDA14     0x8   UnwindData:                    0xC1A4    \n",
            "    [UNWIND_INFO]\n",
            "    0xB1A4     0x0   Version:                       0x1       \n",
            "    0xB1A4     0x0   Flags:                         0x0       \n",
            "    0xB1A5     0x1   SizeOfProlog:                  0x6       \n",
            "    0xB1A6     0x2   CountOfCodes:                  0x2       \n",
            "    0xB1A7     0x3   FrameRegister:                 0x0       \n",
            "    0xB1A7     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x40; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA18     0x0   BeginAddress:                  0x1190    \n",
            "0xDA1C     0x4   EndAddress:                    0x11B6    \n",
            "0xDA20     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA24     0x0   BeginAddress:                  0x11F0    \n",
            "0xDA28     0x4   EndAddress:                    0x1279    \n",
            "0xDA2C     0x8   UnwindData:                    0xBDD0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADD0     0x0   Version:                       0x1       \n",
            "    0xADD0     0x0   Flags:                         0x0       \n",
            "    0xADD1     0x1   SizeOfProlog:                  0xF       \n",
            "    0xADD2     0x2   CountOfCodes:                  0x6       \n",
            "    0xADD3     0x3   FrameRegister:                 0x0       \n",
            "    0xADD3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA30     0x0   BeginAddress:                  0x1314    \n",
            "0xDA34     0x4   EndAddress:                    0x138A    \n",
            "0xDA38     0x8   UnwindData:                    0xBDE0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADE0     0x0   Version:                       0x1       \n",
            "    0xADE0     0x0   Flags:                         0x0       \n",
            "    0xADE1     0x1   SizeOfProlog:                  0x12      \n",
            "    0xADE2     0x2   CountOfCodes:                  0x5       \n",
            "    0xADE3     0x3   FrameRegister:                 0x0       \n",
            "    0xADE3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBP; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA3C     0x0   BeginAddress:                  0x138C    \n",
            "0xDA40     0x4   EndAddress:                    0x13C1    \n",
            "0xDA44     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA48     0x0   BeginAddress:                  0x13F0    \n",
            "0xDA4C     0x4   EndAddress:                    0x1432    \n",
            "0xDA50     0x8   UnwindData:                    0xBDF8    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF8     0x0   Version:                       0x1       \n",
            "    0xADF8     0x0   Flags:                         0x0       \n",
            "    0xADF9     0x1   SizeOfProlog:                  0xA       \n",
            "    0xADFA     0x2   CountOfCodes:                  0x4       \n",
            "    0xADFB     0x3   FrameRegister:                 0x0       \n",
            "    0xADFB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA54     0x0   BeginAddress:                  0x1434    \n",
            "0xDA58     0x4   EndAddress:                    0x14B1    \n",
            "0xDA5C     0x8   UnwindData:                    0xBE04    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE04     0x0   Version:                       0x1       \n",
            "    0xAE04     0x0   Flags:                         0x0       \n",
            "    0xAE05     0x1   SizeOfProlog:                  0x11      \n",
            "    0xAE06     0x2   CountOfCodes:                  0x4       \n",
            "    0xAE07     0x3   FrameRegister:                 0x0       \n",
            "    0xAE07     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA60     0x0   BeginAddress:                  0x14B4    \n",
            "0xDA64     0x4   EndAddress:                    0x170B    \n",
            "0xDA68     0x8   UnwindData:                    0xBE10    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE10     0x0   Version:                       0x1       \n",
            "    0xAE10     0x0   Flags:                         0x3       \n",
            "    0xAE11     0x1   SizeOfProlog:                  0x25      \n",
            "    0xAE12     0x2   CountOfCodes:                  0x9       \n",
            "    0xAE13     0x3   FrameRegister:                 0x0       \n",
            "    0xAE13     0x3   FrameOffset:                   0x0       \n",
            "    0xAE28     0x18  ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0x298; .ALLOCSTACK 0x250; .PUSHREG R15; .PUSHREG R14; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA6C     0x0   BeginAddress:                  0x170C    \n",
            "0xDA70     0x4   EndAddress:                    0x17EE    \n",
            "0xDA74     0x8   UnwindData:                    0xBE30    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE30     0x0   Version:                       0x1       \n",
            "    0xAE30     0x0   Flags:                         0x0       \n",
            "    0xAE31     0x1   SizeOfProlog:                  0x14      \n",
            "    0xAE32     0x2   CountOfCodes:                  0x8       \n",
            "    0xAE33     0x3   FrameRegister:                 0x0       \n",
            "    0xAE33     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x40; .SAVEREG RBP, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA78     0x0   BeginAddress:                  0x184C    \n",
            "0xDA7C     0x4   EndAddress:                    0x1976    \n",
            "0xDA80     0x8   UnwindData:                    0xBE44    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE44     0x0   Version:                       0x1       \n",
            "    0xAE44     0x0   Flags:                         0x3       \n",
            "    0xAE45     0x1   SizeOfProlog:                  0x22      \n",
            "    0xAE46     0x2   CountOfCodes:                  0x7       \n",
            "    0xAE47     0x3   FrameRegister:                 0x0       \n",
            "    0xAE47     0x3   FrameOffset:                   0x0       \n",
            "    0xAE58     0x14  ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0x188; .ALLOCSTACK 0x150; .PUSHREG R14; .PUSHREG RDI; .PUSHREG RSI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA84     0x0   BeginAddress:                  0x1980    \n",
            "0xDA88     0x4   EndAddress:                    0x19BC    \n",
            "0xDA8C     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA90     0x0   BeginAddress:                  0x19D0    \n",
            "0xDA94     0x4   EndAddress:                    0x1A30    \n",
            "0xDA98     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDA9C     0x0   BeginAddress:                  0x1A30    \n",
            "0xDAA0     0x4   EndAddress:                    0x1A86    \n",
            "0xDAA4     0x8   UnwindData:                    0xBE68    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE68     0x0   Version:                       0x1       \n",
            "    0xAE68     0x0   Flags:                         0x0       \n",
            "    0xAE69     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE6A     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE6B     0x3   FrameRegister:                 0x0       \n",
            "    0xAE6B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x48\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDAA8     0x0   BeginAddress:                  0x1A88    \n",
            "0xDAAC     0x4   EndAddress:                    0x1B01    \n",
            "0xDAB0     0x8   UnwindData:                    0xBE70    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE70     0x0   Version:                       0x1       \n",
            "    0xAE70     0x0   Flags:                         0x0       \n",
            "    0xAE71     0x1   SizeOfProlog:                  0x12      \n",
            "    0xAE72     0x2   CountOfCodes:                  0x4       \n",
            "    0xAE73     0x3   FrameRegister:                 0x0       \n",
            "    0xAE73     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x30; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDAB4     0x0   BeginAddress:                  0x1B04    \n",
            "0xDAB8     0x4   EndAddress:                    0x1E28    \n",
            "0xDABC     0x8   UnwindData:                    0xBE7C    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE7C     0x0   Version:                       0x1       \n",
            "    0xAE7C     0x0   Flags:                         0x0       \n",
            "    0xAE7D     0x1   SizeOfProlog:                  0x1C      \n",
            "    0xAE7E     0x2   CountOfCodes:                  0xC       \n",
            "    0xAE7F     0x3   FrameRegister:                 0x0       \n",
            "    0xAE7F     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x60; .SAVEREG RBP, 0x58; .SAVEREG RBX, 0x50; .ALLOCSTACK 0x20; .PUSHREG R15; .PUSHREG R14; .PUSHREG R13; .PUSHREG R12; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDAC0     0x0   BeginAddress:                  0x1E28    \n",
            "0xDAC4     0x4   EndAddress:                    0x1E77    \n",
            "0xDAC8     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDACC     0x0   BeginAddress:                  0x1E80    \n",
            "0xDAD0     0x4   EndAddress:                    0x1F30    \n",
            "0xDAD4     0x8   UnwindData:                    0xBE98    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE98     0x0   Version:                       0x1       \n",
            "    0xAE98     0x0   Flags:                         0x3       \n",
            "    0xAE99     0x1   SizeOfProlog:                  0x21      \n",
            "    0xAE9A     0x2   CountOfCodes:                  0x3       \n",
            "    0xAE9B     0x3   FrameRegister:                 0x0       \n",
            "    0xAE9B     0x3   FrameOffset:                   0x0       \n",
            "    0xAEA4     0xC   ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x1430; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDAD8     0x0   BeginAddress:                  0x1F30    \n",
            "0xDADC     0x4   EndAddress:                    0x1F64    \n",
            "0xDAE0     0x8   UnwindData:                    0xBDF8    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF8     0x0   Version:                       0x1       \n",
            "    0xADF8     0x0   Flags:                         0x0       \n",
            "    0xADF9     0x1   SizeOfProlog:                  0xA       \n",
            "    0xADFA     0x2   CountOfCodes:                  0x4       \n",
            "    0xADFB     0x3   FrameRegister:                 0x0       \n",
            "    0xADFB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDAE4     0x0   BeginAddress:                  0x1F64    \n",
            "0xDAE8     0x4   EndAddress:                    0x2005    \n",
            "0xDAEC     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDAF0     0x0   BeginAddress:                  0x2008    \n",
            "0xDAF4     0x4   EndAddress:                    0x2054    \n",
            "0xDAF8     0x8   UnwindData:                    0xBEAC    \n",
            "    [UNWIND_INFO]\n",
            "    0xAEAC     0x0   Version:                       0x1       \n",
            "    0xAEAC     0x0   Flags:                         0x3       \n",
            "    0xAEAD     0x1   SizeOfProlog:                  0x18      \n",
            "    0xAEAE     0x2   CountOfCodes:                  0x2       \n",
            "    0xAEAF     0x3   FrameRegister:                 0x0       \n",
            "    0xAEAF     0x3   FrameOffset:                   0x0       \n",
            "    0xAEB4     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x30; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDAFC     0x0   BeginAddress:                  0x2060    \n",
            "0xDB00     0x4   EndAddress:                    0x206E    \n",
            "0xDB04     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB08     0x0   BeginAddress:                  0x2070    \n",
            "0xDB0C     0x4   EndAddress:                    0x2096    \n",
            "0xDB10     0x8   UnwindData:                    0xBF5C    \n",
            "    [UNWIND_INFO]\n",
            "    0xAF5C     0x0   Version:                       0x1       \n",
            "    0xAF5C     0x0   Flags:                         0x0       \n",
            "    0xAF5D     0x1   SizeOfProlog:                  0x7       \n",
            "    0xAF5E     0x2   CountOfCodes:                  0x2       \n",
            "    0xAF5F     0x3   FrameRegister:                 0x0       \n",
            "    0xAF5F     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0xf8\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB14     0x0   BeginAddress:                  0x2098    \n",
            "0xDB18     0x4   EndAddress:                    0x219E    \n",
            "0xDB1C     0x8   UnwindData:                    0xBDF8    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF8     0x0   Version:                       0x1       \n",
            "    0xADF8     0x0   Flags:                         0x0       \n",
            "    0xADF9     0x1   SizeOfProlog:                  0xA       \n",
            "    0xADFA     0x2   CountOfCodes:                  0x4       \n",
            "    0xADFB     0x3   FrameRegister:                 0x0       \n",
            "    0xADFB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB20     0x0   BeginAddress:                  0x21A0    \n",
            "0xDB24     0x4   EndAddress:                    0x221D    \n",
            "0xDB28     0x8   UnwindData:                    0xBF64    \n",
            "    [UNWIND_INFO]\n",
            "    0xAF64     0x0   Version:                       0x1       \n",
            "    0xAF64     0x0   Flags:                         0x3       \n",
            "    0xAF65     0x1   SizeOfProlog:                  0xD       \n",
            "    0xAF66     0x2   CountOfCodes:                  0x1       \n",
            "    0xAF67     0x3   FrameRegister:                 0x0       \n",
            "    0xAF67     0x3   FrameOffset:                   0x0       \n",
            "    0xAF6C     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x78\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB2C     0x0   BeginAddress:                  0x2220    \n",
            "0xDB30     0x4   EndAddress:                    0x24D8    \n",
            "0xDB34     0x8   UnwindData:                    0xC0FC    \n",
            "    [UNWIND_INFO]\n",
            "    0xB0FC     0x0   Version:                       0x1       \n",
            "    0xB0FC     0x0   Flags:                         0x0       \n",
            "    0xB0FD     0x1   SizeOfProlog:                  0x11      \n",
            "    0xB0FE     0x2   CountOfCodes:                  0x9       \n",
            "    0xB0FF     0x3   FrameRegister:                 0x0       \n",
            "    0xB0FF     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x68; .PUSHREG R15; .PUSHREG R14; .PUSHREG R13; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBP; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB38     0x0   BeginAddress:                  0x24D8    \n",
            "0xDB3C     0x4   EndAddress:                    0x2614    \n",
            "0xDB40     0x8   UnwindData:                    0xC114    \n",
            "    [UNWIND_INFO]\n",
            "    0xB114     0x0   Version:                       0x1       \n",
            "    0xB114     0x0   Flags:                         0x3       \n",
            "    0xB115     0x1   SizeOfProlog:                  0x22      \n",
            "    0xB116     0x2   CountOfCodes:                  0x4       \n",
            "    0xB117     0x3   FrameRegister:                 0x0       \n",
            "    0xB117     0x3   FrameOffset:                   0x0       \n",
            "    0xB120     0xC   ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x1528; .PUSHREG RDI; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB44     0x0   BeginAddress:                  0x2614    \n",
            "0xDB48     0x4   EndAddress:                    0x265D    \n",
            "0xDB4C     0x8   UnwindData:                    0xC128    \n",
            "    [UNWIND_INFO]\n",
            "    0xB128     0x0   Version:                       0x1       \n",
            "    0xB128     0x0   Flags:                         0x0       \n",
            "    0xB129     0x1   SizeOfProlog:                  0x4       \n",
            "    0xB12A     0x2   CountOfCodes:                  0x1       \n",
            "    0xB12B     0x3   FrameRegister:                 0x0       \n",
            "    0xB12B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x58\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB50     0x0   BeginAddress:                  0x2660    \n",
            "0xDB54     0x4   EndAddress:                    0x271C    \n",
            "0xDB58     0x8   UnwindData:                    0xC130    \n",
            "    [UNWIND_INFO]\n",
            "    0xB130     0x0   Version:                       0x1       \n",
            "    0xB130     0x0   Flags:                         0x0       \n",
            "    0xB131     0x1   SizeOfProlog:                  0x14      \n",
            "    0xB132     0x2   CountOfCodes:                  0x8       \n",
            "    0xB133     0x3   FrameRegister:                 0x0       \n",
            "    0xB133     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x70; .SAVEREG RBP, 0x68; .SAVEREG RBX, 0x60; .ALLOCSTACK 0x50; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB5C     0x0   BeginAddress:                  0x271C    \n",
            "0xDB60     0x4   EndAddress:                    0x27DC    \n",
            "0xDB64     0x8   UnwindData:                    0xC144    \n",
            "    [UNWIND_INFO]\n",
            "    0xB144     0x0   Version:                       0x1       \n",
            "    0xB144     0x0   Flags:                         0x0       \n",
            "    0xB145     0x1   SizeOfProlog:                  0x19      \n",
            "    0xB146     0x2   CountOfCodes:                  0xA       \n",
            "    0xB147     0x3   FrameRegister:                 0x0       \n",
            "    0xB147     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RDI, 0x78; .SAVEREG RSI, 0x70; .SAVEREG RBP, 0x68; .SAVEREG RBX, 0x60; .ALLOCSTACK 0x50; .PUSHREG R14\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB68     0x0   BeginAddress:                  0x27DC    \n",
            "0xDB6C     0x4   EndAddress:                    0x280A    \n",
            "0xDB70     0x8   UnwindData:                    0xBE68    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE68     0x0   Version:                       0x1       \n",
            "    0xAE68     0x0   Flags:                         0x0       \n",
            "    0xAE69     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE6A     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE6B     0x3   FrameRegister:                 0x0       \n",
            "    0xAE6B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x48\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB74     0x0   BeginAddress:                  0x280C    \n",
            "0xDB78     0x4   EndAddress:                    0x2824    \n",
            "0xDB7C     0x8   UnwindData:                    0xBE68    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE68     0x0   Version:                       0x1       \n",
            "    0xAE68     0x0   Flags:                         0x0       \n",
            "    0xAE69     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE6A     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE6B     0x3   FrameRegister:                 0x0       \n",
            "    0xAE6B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x48\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB80     0x0   BeginAddress:                  0x2824    \n",
            "0xDB84     0x4   EndAddress:                    0x283C    \n",
            "0xDB88     0x8   UnwindData:                    0xBE68    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE68     0x0   Version:                       0x1       \n",
            "    0xAE68     0x0   Flags:                         0x0       \n",
            "    0xAE69     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE6A     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE6B     0x3   FrameRegister:                 0x0       \n",
            "    0xAE6B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x48\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB8C     0x0   BeginAddress:                  0x283C    \n",
            "0xDB90     0x4   EndAddress:                    0x2879    \n",
            "0xDB94     0x8   UnwindData:                    0xBE68    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE68     0x0   Version:                       0x1       \n",
            "    0xAE68     0x0   Flags:                         0x0       \n",
            "    0xAE69     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE6A     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE6B     0x3   FrameRegister:                 0x0       \n",
            "    0xAE6B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x48\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDB98     0x0   BeginAddress:                  0x2884    \n",
            "0xDB9C     0x4   EndAddress:                    0x28BB    \n",
            "0xDBA0     0x8   UnwindData:                    0xBE68    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE68     0x0   Version:                       0x1       \n",
            "    0xAE68     0x0   Flags:                         0x0       \n",
            "    0xAE69     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE6A     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE6B     0x3   FrameRegister:                 0x0       \n",
            "    0xAE6B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x48\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDBA4     0x0   BeginAddress:                  0x28BC    \n",
            "0xDBA8     0x4   EndAddress:                    0x28E7    \n",
            "0xDBAC     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDBB0     0x0   BeginAddress:                  0x28E8    \n",
            "0xDBB4     0x4   EndAddress:                    0x2A33    \n",
            "0xDBB8     0x8   UnwindData:                    0xC15C    \n",
            "    [UNWIND_INFO]\n",
            "    0xB15C     0x0   Version:                       0x1       \n",
            "    0xB15C     0x0   Flags:                         0x0       \n",
            "    0xB15D     0x1   SizeOfProlog:                  0xA       \n",
            "    0xB15E     0x2   CountOfCodes:                  0x4       \n",
            "    0xB15F     0x3   FrameRegister:                 0x0       \n",
            "    0xB15F     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDBBC     0x0   BeginAddress:                  0x2A34    \n",
            "0xDBC0     0x4   EndAddress:                    0x2C55    \n",
            "0xDBC4     0x8   UnwindData:                    0xC168    \n",
            "    [UNWIND_INFO]\n",
            "    0xB168     0x0   Version:                       0x1       \n",
            "    0xB168     0x0   Flags:                         0x3       \n",
            "    0xB169     0x1   SizeOfProlog:                  0x33      \n",
            "    0xB16A     0x2   CountOfCodes:                  0xB       \n",
            "    0xB16B     0x3   FrameRegister:                 0x0       \n",
            "    0xB16B     0x3   FrameOffset:                   0x0       \n",
            "    0xB184     0x1C  ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RDI, 0x288; .SAVEREG RSI, 0x278; .SAVEREG RBX, 0x270; .ALLOCSTACK 0x250; .PUSHREG R15; .PUSHREG R14; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDBC8     0x0   BeginAddress:                  0x2C58    \n",
            "0xDBCC     0x4   EndAddress:                    0x2CE5    \n",
            "0xDBD0     0x8   UnwindData:                    0xBE30    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE30     0x0   Version:                       0x1       \n",
            "    0xAE30     0x0   Flags:                         0x0       \n",
            "    0xAE31     0x1   SizeOfProlog:                  0x14      \n",
            "    0xAE32     0x2   CountOfCodes:                  0x8       \n",
            "    0xAE33     0x3   FrameRegister:                 0x0       \n",
            "    0xAE33     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x40; .SAVEREG RBP, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDBD4     0x0   BeginAddress:                  0x2CE8    \n",
            "0xDBD8     0x4   EndAddress:                    0x2F28    \n",
            "0xDBDC     0x8   UnwindData:                    0xBE7C    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE7C     0x0   Version:                       0x1       \n",
            "    0xAE7C     0x0   Flags:                         0x0       \n",
            "    0xAE7D     0x1   SizeOfProlog:                  0x1C      \n",
            "    0xAE7E     0x2   CountOfCodes:                  0xC       \n",
            "    0xAE7F     0x3   FrameRegister:                 0x0       \n",
            "    0xAE7F     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x60; .SAVEREG RBP, 0x58; .SAVEREG RBX, 0x50; .ALLOCSTACK 0x20; .PUSHREG R15; .PUSHREG R14; .PUSHREG R13; .PUSHREG R12; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDBE0     0x0   BeginAddress:                  0x2F28    \n",
            "0xDBE4     0x4   EndAddress:                    0x2FE1    \n",
            "0xDBE8     0x8   UnwindData:                    0xBDF8    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF8     0x0   Version:                       0x1       \n",
            "    0xADF8     0x0   Flags:                         0x0       \n",
            "    0xADF9     0x1   SizeOfProlog:                  0xA       \n",
            "    0xADFA     0x2   CountOfCodes:                  0x4       \n",
            "    0xADFB     0x3   FrameRegister:                 0x0       \n",
            "    0xADFB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDBEC     0x0   BeginAddress:                  0x2FE4    \n",
            "0xDBF0     0x4   EndAddress:                    0x30D5    \n",
            "0xDBF4     0x8   UnwindData:                    0xBE30    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE30     0x0   Version:                       0x1       \n",
            "    0xAE30     0x0   Flags:                         0x0       \n",
            "    0xAE31     0x1   SizeOfProlog:                  0x14      \n",
            "    0xAE32     0x2   CountOfCodes:                  0x8       \n",
            "    0xAE33     0x3   FrameRegister:                 0x0       \n",
            "    0xAE33     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x40; .SAVEREG RBP, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDBF8     0x0   BeginAddress:                  0x30E0    \n",
            "0xDBFC     0x4   EndAddress:                    0x321E    \n",
            "0xDC00     0x8   UnwindData:                    0xC18C    \n",
            "    [UNWIND_INFO]\n",
            "    0xB18C     0x0   Version:                       0x1       \n",
            "    0xB18C     0x0   Flags:                         0x0       \n",
            "    0xB18D     0x1   SizeOfProlog:                  0x19      \n",
            "    0xB18E     0x2   CountOfCodes:                  0xA       \n",
            "    0xB18F     0x3   FrameRegister:                 0x0       \n",
            "    0xB18F     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RDI, 0x48; .SAVEREG RSI, 0x40; .SAVEREG RBP, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG R14\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC04     0x0   BeginAddress:                  0x3224    \n",
            "0xDC08     0x4   EndAddress:                    0x352B    \n",
            "0xDC0C     0x8   UnwindData:                    0xC1AC    \n",
            "    [UNWIND_INFO]\n",
            "    0xB1AC     0x0   Version:                       0x1       \n",
            "    0xB1AC     0x0   Flags:                         0x3       \n",
            "    0xB1AD     0x1   SizeOfProlog:                  0x30      \n",
            "    0xB1AE     0x2   CountOfCodes:                  0x9       \n",
            "    0xB1AF     0x3   FrameRegister:                 0x0       \n",
            "    0xB1AF     0x3   FrameOffset:                   0x0       \n",
            "    0xB1C4     0x18  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RSI, 0x130; .SAVEREG RBX, 0x120; .ALLOCSTACK 0x100; .PUSHREG R14; .PUSHREG RDI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC10     0x0   BeginAddress:                  0x352C    \n",
            "0xDC14     0x4   EndAddress:                    0x3554    \n",
            "0xDC18     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC1C     0x0   BeginAddress:                  0x3554    \n",
            "0xDC20     0x4   EndAddress:                    0x3583    \n",
            "0xDC24     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC28     0x0   BeginAddress:                  0x358C    \n",
            "0xDC2C     0x4   EndAddress:                    0x35A4    \n",
            "0xDC30     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC34     0x0   BeginAddress:                  0x35A4    \n",
            "0xDC38     0x4   EndAddress:                    0x364B    \n",
            "0xDC3C     0x8   UnwindData:                    0xC230    \n",
            "    [UNWIND_INFO]\n",
            "    0xB230     0x0   Version:                       0x1       \n",
            "    0xB230     0x0   Flags:                         0x0       \n",
            "    0xB231     0x1   SizeOfProlog:                  0x19      \n",
            "    0xB232     0x2   CountOfCodes:                  0xA       \n",
            "    0xB233     0x3   FrameRegister:                 0x0       \n",
            "    0xB233     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RDI, 0x58; .SAVEREG RSI, 0x50; .SAVEREG RBP, 0x48; .SAVEREG RBX, 0x40; .ALLOCSTACK 0x30; .PUSHREG R14\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC40     0x0   BeginAddress:                  0x364C    \n",
            "0xDC44     0x4   EndAddress:                    0x36C0    \n",
            "0xDC48     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC4C     0x0   BeginAddress:                  0x36C0    \n",
            "0xDC50     0x4   EndAddress:                    0x38FB    \n",
            "0xDC54     0x8   UnwindData:                    0xC248    \n",
            "    [UNWIND_INFO]\n",
            "    0xB248     0x0   Version:                       0x1       \n",
            "    0xB248     0x0   Flags:                         0x3       \n",
            "    0xB249     0x1   SizeOfProlog:                  0x32      \n",
            "    0xB24A     0x2   CountOfCodes:                  0xB       \n",
            "    0xB24B     0x3   FrameRegister:                 0x0       \n",
            "    0xB24B     0x3   FrameOffset:                   0x0       \n",
            "    0xB264     0x1C  ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RSI, 0x2a8; .SAVEREG RBX, 0x2a0; .ALLOCSTACK 0x260; .PUSHREG R15; .PUSHREG R14; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC58     0x0   BeginAddress:                  0x38FC    \n",
            "0xDC5C     0x4   EndAddress:                    0x3AA0    \n",
            "0xDC60     0x8   UnwindData:                    0xC26C    \n",
            "    [UNWIND_INFO]\n",
            "    0xB26C     0x0   Version:                       0x1       \n",
            "    0xB26C     0x0   Flags:                         0x2       \n",
            "    0xB26D     0x1   SizeOfProlog:                  0x1C      \n",
            "    0xB26E     0x2   CountOfCodes:                  0x8       \n",
            "    0xB26F     0x3   FrameRegister:                 0x0       \n",
            "    0xB26F     0x3   FrameOffset:                   0x0       \n",
            "    0xB280     0x14  ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RSI, 0x58; .SAVEREG RBP, 0x50; .SAVEREG RBX, 0x48; .ALLOCSTACK 0x30; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC64     0x0   BeginAddress:                  0x3AA0    \n",
            "0xDC68     0x4   EndAddress:                    0x3B86    \n",
            "0xDC6C     0x8   UnwindData:                    0xC18C    \n",
            "    [UNWIND_INFO]\n",
            "    0xB18C     0x0   Version:                       0x1       \n",
            "    0xB18C     0x0   Flags:                         0x0       \n",
            "    0xB18D     0x1   SizeOfProlog:                  0x19      \n",
            "    0xB18E     0x2   CountOfCodes:                  0xA       \n",
            "    0xB18F     0x3   FrameRegister:                 0x0       \n",
            "    0xB18F     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RDI, 0x48; .SAVEREG RSI, 0x40; .SAVEREG RBP, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG R14\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC70     0x0   BeginAddress:                  0x3B88    \n",
            "0xDC74     0x4   EndAddress:                    0x3E29    \n",
            "0xDC78     0x8   UnwindData:                    0xC2B8    \n",
            "    [UNWIND_INFO]\n",
            "    0xB2B8     0x0   Version:                       0x1       \n",
            "    0xB2B8     0x0   Flags:                         0x3       \n",
            "    0xB2B9     0x1   SizeOfProlog:                  0x30      \n",
            "    0xB2BA     0x2   CountOfCodes:                  0xB       \n",
            "    0xB2BB     0x3   FrameRegister:                 0x0       \n",
            "    0xB2BB     0x3   FrameOffset:                   0x0       \n",
            "    0xB2D4     0x1C  ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0x2a0; .ALLOCSTACK 0x260; .PUSHREG R15; .PUSHREG R14; .PUSHREG R13; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC7C     0x0   BeginAddress:                  0x3E2C    \n",
            "0xDC80     0x4   EndAddress:                    0x3EE4    \n",
            "0xDC84     0x8   UnwindData:                    0xC2DC    \n",
            "    [UNWIND_INFO]\n",
            "    0xB2DC     0x0   Version:                       0x1       \n",
            "    0xB2DC     0x0   Flags:                         0x0       \n",
            "    0xB2DD     0x1   SizeOfProlog:                  0x18      \n",
            "    0xB2DE     0x2   CountOfCodes:                  0xA       \n",
            "    0xB2DF     0x3   FrameRegister:                 0x0       \n",
            "    0xB2DF     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x58; .SAVEREG RBP, 0x50; .SAVEREG RBX, 0x48; .ALLOCSTACK 0x20; .PUSHREG R15; .PUSHREG R14; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC88     0x0   BeginAddress:                  0x3EE4    \n",
            "0xDC8C     0x4   EndAddress:                    0x3F7C    \n",
            "0xDC90     0x8   UnwindData:                    0xC2F4    \n",
            "    [UNWIND_INFO]\n",
            "    0xB2F4     0x0   Version:                       0x1       \n",
            "    0xB2F4     0x0   Flags:                         0x0       \n",
            "    0xB2F5     0x1   SizeOfProlog:                  0x15      \n",
            "    0xB2F6     0x2   CountOfCodes:                  0x8       \n",
            "    0xB2F7     0x3   FrameRegister:                 0x0       \n",
            "    0xB2F7     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RDI, 0x48; .SAVEREG RSI, 0x40; .SAVEREG RBX, 0x38; .ALLOCSTACK 0x20; .PUSHREG R14\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDC94     0x0   BeginAddress:                  0x3F80    \n",
            "0xDC98     0x4   EndAddress:                    0x414D    \n",
            "0xDC9C     0x8   UnwindData:                    0xC308    \n",
            "    [UNWIND_INFO]\n",
            "    0xB308     0x0   Version:                       0x1       \n",
            "    0xB308     0x0   Flags:                         0x3       \n",
            "    0xB309     0x1   SizeOfProlog:                  0x1C      \n",
            "    0xB30A     0x2   CountOfCodes:                  0x3       \n",
            "    0xB30B     0x3   FrameRegister:                 0x0       \n",
            "    0xB30B     0x3   FrameOffset:                   0x0       \n",
            "    0xB314     0xC   ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0xe0; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDCA0     0x0   BeginAddress:                  0x4150    \n",
            "0xDCA4     0x4   EndAddress:                    0x4265    \n",
            "0xDCA8     0x8   UnwindData:                    0xC31C    \n",
            "    [UNWIND_INFO]\n",
            "    0xB31C     0x0   Version:                       0x1       \n",
            "    0xB31C     0x0   Flags:                         0x3       \n",
            "    0xB31D     0x1   SizeOfProlog:                  0x2B      \n",
            "    0xB31E     0x2   CountOfCodes:                  0x9       \n",
            "    0xB31F     0x3   FrameRegister:                 0x0       \n",
            "    0xB31F     0x3   FrameOffset:                   0x0       \n",
            "    0xB334     0x18  ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0x10b8; .ALLOCSTACK 0x1070; .PUSHREG R15; .PUSHREG R14; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDCAC     0x0   BeginAddress:                  0x4268    \n",
            "0xDCB0     0x4   EndAddress:                    0x4280    \n",
            "0xDCB4     0x8   UnwindData:                    0xBE68    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE68     0x0   Version:                       0x1       \n",
            "    0xAE68     0x0   Flags:                         0x0       \n",
            "    0xAE69     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE6A     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE6B     0x3   FrameRegister:                 0x0       \n",
            "    0xAE6B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x48\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDCB8     0x0   BeginAddress:                  0x4280    \n",
            "0xDCBC     0x4   EndAddress:                    0x4561    \n",
            "0xDCC0     0x8   UnwindData:                    0xBE7C    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE7C     0x0   Version:                       0x1       \n",
            "    0xAE7C     0x0   Flags:                         0x0       \n",
            "    0xAE7D     0x1   SizeOfProlog:                  0x1C      \n",
            "    0xAE7E     0x2   CountOfCodes:                  0xC       \n",
            "    0xAE7F     0x3   FrameRegister:                 0x0       \n",
            "    0xAE7F     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x60; .SAVEREG RBP, 0x58; .SAVEREG RBX, 0x50; .ALLOCSTACK 0x20; .PUSHREG R15; .PUSHREG R14; .PUSHREG R13; .PUSHREG R12; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDCC4     0x0   BeginAddress:                  0x4564    \n",
            "0xDCC8     0x4   EndAddress:                    0x477B    \n",
            "0xDCCC     0x8   UnwindData:                    0xC33C    \n",
            "    [UNWIND_INFO]\n",
            "    0xB33C     0x0   Version:                       0x1       \n",
            "    0xB33C     0x0   Flags:                         0x3       \n",
            "    0xB33D     0x1   SizeOfProlog:                  0x2A      \n",
            "    0xB33E     0x2   CountOfCodes:                  0x8       \n",
            "    0xB33F     0x3   FrameRegister:                 0x0       \n",
            "    0xB33F     0x3   FrameOffset:                   0x0       \n",
            "    0xB350     0x14  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0x98; .ALLOCSTACK 0x60; .PUSHREG R15; .PUSHREG R14; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RSI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDCD0     0x0   BeginAddress:                  0x477C    \n",
            "0xDCD4     0x4   EndAddress:                    0x498B    \n",
            "0xDCD8     0x8   UnwindData:                    0xC3F0    \n",
            "    [UNWIND_INFO]\n",
            "    0xB3F0     0x0   Version:                       0x1       \n",
            "    0xB3F0     0x0   Flags:                         0x3       \n",
            "    0xB3F1     0x1   SizeOfProlog:                  0x32      \n",
            "    0xB3F2     0x2   CountOfCodes:                  0x9       \n",
            "    0xB3F3     0x3   FrameRegister:                 0x0       \n",
            "    0xB3F3     0x3   FrameOffset:                   0x0       \n",
            "    0xB408     0x18  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RSI, 0xe8; .SAVEREG RBX, 0xd8; .ALLOCSTACK 0xb0; .PUSHREG R15; .PUSHREG R14; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDCDC     0x0   BeginAddress:                  0x498C    \n",
            "0xDCE0     0x4   EndAddress:                    0x4A52    \n",
            "0xDCE4     0x8   UnwindData:                    0xC4C0    \n",
            "    [UNWIND_INFO]\n",
            "    0xB4C0     0x0   Version:                       0x1       \n",
            "    0xB4C0     0x0   Flags:                         0x3       \n",
            "    0xB4C1     0x1   SizeOfProlog:                  0x1F      \n",
            "    0xB4C2     0x2   CountOfCodes:                  0x5       \n",
            "    0xB4C3     0x3   FrameRegister:                 0x0       \n",
            "    0xB4C3     0x3   FrameOffset:                   0x0       \n",
            "    0xB4D0     0x10  ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0x260; .ALLOCSTACK 0x240; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDCE8     0x0   BeginAddress:                  0x4A54    \n",
            "0xDCEC     0x4   EndAddress:                    0x4ACE    \n",
            "0xDCF0     0x8   UnwindData:                    0xBE30    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE30     0x0   Version:                       0x1       \n",
            "    0xAE30     0x0   Flags:                         0x0       \n",
            "    0xAE31     0x1   SizeOfProlog:                  0x14      \n",
            "    0xAE32     0x2   CountOfCodes:                  0x8       \n",
            "    0xAE33     0x3   FrameRegister:                 0x0       \n",
            "    0xAE33     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x40; .SAVEREG RBP, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDCF4     0x0   BeginAddress:                  0x4AD0    \n",
            "0xDCF8     0x4   EndAddress:                    0x4B54    \n",
            "0xDCFC     0x8   UnwindData:                    0xC4D8    \n",
            "    [UNWIND_INFO]\n",
            "    0xB4D8     0x0   Version:                       0x1       \n",
            "    0xB4D8     0x0   Flags:                         0x0       \n",
            "    0xB4D9     0x1   SizeOfProlog:                  0xF       \n",
            "    0xB4DA     0x2   CountOfCodes:                  0x6       \n",
            "    0xB4DB     0x3   FrameRegister:                 0x0       \n",
            "    0xB4DB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x48; .SAVEREG RBX, 0x40; .ALLOCSTACK 0x30; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD00     0x0   BeginAddress:                  0x4B54    \n",
            "0xDD04     0x4   EndAddress:                    0x4BE2    \n",
            "0xDD08     0x8   UnwindData:                    0xC4E8    \n",
            "    [UNWIND_INFO]\n",
            "    0xB4E8     0x0   Version:                       0x1       \n",
            "    0xB4E8     0x0   Flags:                         0x0       \n",
            "    0xB4E9     0x1   SizeOfProlog:                  0x14      \n",
            "    0xB4EA     0x2   CountOfCodes:                  0x8       \n",
            "    0xB4EB     0x3   FrameRegister:                 0x0       \n",
            "    0xB4EB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x50; .SAVEREG RBP, 0x48; .SAVEREG RBX, 0x40; .ALLOCSTACK 0x30; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD0C     0x0   BeginAddress:                  0x4BE4    \n",
            "0xDD10     0x4   EndAddress:                    0x4D4E    \n",
            "0xDD14     0x8   UnwindData:                    0xC4FC    \n",
            "    [UNWIND_INFO]\n",
            "    0xB4FC     0x0   Version:                       0x1       \n",
            "    0xB4FC     0x0   Flags:                         0x0       \n",
            "    0xB4FD     0x1   SizeOfProlog:                  0x1D      \n",
            "    0xB4FE     0x2   CountOfCodes:                  0xC       \n",
            "    0xB4FF     0x3   FrameRegister:                 0x0       \n",
            "    0xB4FF     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RDI, 0x58; .SAVEREG RSI, 0x50; .SAVEREG RBP, 0x48; .SAVEREG RBX, 0x40; .ALLOCSTACK 0x20; .PUSHREG R15; .PUSHREG R14; .PUSHREG R12\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD18     0x0   BeginAddress:                  0x4D50    \n",
            "0xDD1C     0x4   EndAddress:                    0x4F04    \n",
            "0xDD20     0x8   UnwindData:                    0xC518    \n",
            "    [UNWIND_INFO]\n",
            "    0xB518     0x0   Version:                       0x1       \n",
            "    0xB518     0x0   Flags:                         0x0       \n",
            "    0xB519     0x1   SizeOfProlog:                  0x20      \n",
            "    0xB51A     0x2   CountOfCodes:                  0xC       \n",
            "    0xB51B     0x3   FrameRegister:                 0x0       \n",
            "    0xB51B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x60; .SAVEREG RBP, 0x58; .SAVEREG RBX, 0x50; .ALLOCSTACK 0x20; .PUSHREG R15; .PUSHREG R14; .PUSHREG R13; .PUSHREG R12; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD24     0x0   BeginAddress:                  0x4F04    \n",
            "0xDD28     0x4   EndAddress:                    0x4F0F    \n",
            "0xDD2C     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD30     0x0   BeginAddress:                  0x4F10    \n",
            "0xDD34     0x4   EndAddress:                    0x4F22    \n",
            "0xDD38     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD3C     0x0   BeginAddress:                  0x4F24    \n",
            "0xDD40     0x4   EndAddress:                    0x502F    \n",
            "0xDD44     0x8   UnwindData:                    0xC534    \n",
            "    [UNWIND_INFO]\n",
            "    0xB534     0x0   Version:                       0x1       \n",
            "    0xB534     0x0   Flags:                         0x3       \n",
            "    0xB535     0x1   SizeOfProlog:                  0x2B      \n",
            "    0xB536     0x2   CountOfCodes:                  0x9       \n",
            "    0xB537     0x3   FrameRegister:                 0x0       \n",
            "    0xB537     0x3   FrameOffset:                   0x0       \n",
            "    0xB54C     0x18  ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0x20a8; .ALLOCSTACK 0x2060; .PUSHREG R15; .PUSHREG R14; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD48     0x0   BeginAddress:                  0x5030    \n",
            "0xDD4C     0x4   EndAddress:                    0x508E    \n",
            "0xDD50     0x8   UnwindData:                    0xC554    \n",
            "    [UNWIND_INFO]\n",
            "    0xB554     0x0   Version:                       0x1       \n",
            "    0xB554     0x0   Flags:                         0x0       \n",
            "    0xB555     0x1   SizeOfProlog:                  0x8       \n",
            "    0xB556     0x2   CountOfCodes:                  0x2       \n",
            "    0xB557     0x3   FrameRegister:                 0x0       \n",
            "    0xB557     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x50; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD54     0x0   BeginAddress:                  0x5098    \n",
            "0xDD58     0x4   EndAddress:                    0x50B5    \n",
            "0xDD5C     0x8   UnwindData:                    0xBE68    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE68     0x0   Version:                       0x1       \n",
            "    0xAE68     0x0   Flags:                         0x0       \n",
            "    0xAE69     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE6A     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE6B     0x3   FrameRegister:                 0x0       \n",
            "    0xAE6B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x48\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD60     0x0   BeginAddress:                  0x50B8    \n",
            "0xDD64     0x4   EndAddress:                    0x50E6    \n",
            "0xDD68     0x8   UnwindData:                    0xC55C    \n",
            "    [UNWIND_INFO]\n",
            "    0xB55C     0x0   Version:                       0x1       \n",
            "    0xB55C     0x0   Flags:                         0x0       \n",
            "    0xB55D     0x1   SizeOfProlog:                  0x7       \n",
            "    0xB55E     0x2   CountOfCodes:                  0x1       \n",
            "    0xB55F     0x3   FrameRegister:                 0x0       \n",
            "    0xB55F     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x58\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD6C     0x0   BeginAddress:                  0x50E8    \n",
            "0xDD70     0x4   EndAddress:                    0x5102    \n",
            "0xDD74     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD78     0x0   BeginAddress:                  0x5104    \n",
            "0xDD7C     0x4   EndAddress:                    0x53C3    \n",
            "0xDD80     0x8   UnwindData:                    0xC564    \n",
            "    [UNWIND_INFO]\n",
            "    0xB564     0x0   Version:                       0x1       \n",
            "    0xB564     0x0   Flags:                         0x3       \n",
            "    0xB565     0x1   SizeOfProlog:                  0x31      \n",
            "    0xB566     0x2   CountOfCodes:                  0x9       \n",
            "    0xB567     0x3   FrameRegister:                 0x0       \n",
            "    0xB567     0x3   FrameOffset:                   0x0       \n",
            "    0xB57C     0x18  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RDI, 0xe8; .SAVEREG RSI, 0xe0; .SAVEREG RBX, 0xd8; .ALLOCSTACK 0xc0; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD84     0x0   BeginAddress:                  0x53C4    \n",
            "0xDD88     0x4   EndAddress:                    0x5462    \n",
            "0xDD8C     0x8   UnwindData:                    0xC5E0    \n",
            "    [UNWIND_INFO]\n",
            "    0xB5E0     0x0   Version:                       0x1       \n",
            "    0xB5E0     0x0   Flags:                         0x3       \n",
            "    0xB5E1     0x1   SizeOfProlog:                  0x15      \n",
            "    0xB5E2     0x2   CountOfCodes:                  0x2       \n",
            "    0xB5E3     0x3   FrameRegister:                 0x0       \n",
            "    0xB5E3     0x3   FrameOffset:                   0x0       \n",
            "    0xB5E8     0x8   ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x60; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD90     0x0   BeginAddress:                  0x5464    \n",
            "0xDD94     0x4   EndAddress:                    0x54A9    \n",
            "0xDD98     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDD9C     0x0   BeginAddress:                  0x54AC    \n",
            "0xDDA0     0x4   EndAddress:                    0x54C8    \n",
            "0xDDA4     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDDA8     0x0   BeginAddress:                  0x54C8    \n",
            "0xDDAC     0x4   EndAddress:                    0x5600    \n",
            "0xDDB0     0x8   UnwindData:                    0xC5F0    \n",
            "    [UNWIND_INFO]\n",
            "    0xB5F0     0x0   Version:                       0x1       \n",
            "    0xB5F0     0x0   Flags:                         0x3       \n",
            "    0xB5F1     0x1   SizeOfProlog:                  0x2D      \n",
            "    0xB5F2     0x2   CountOfCodes:                  0x7       \n",
            "    0xB5F3     0x3   FrameRegister:                 0x0       \n",
            "    0xB5F3     0x3   FrameOffset:                   0x0       \n",
            "    0xB604     0x14  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0x4b0; .ALLOCSTACK 0x480; .PUSHREG R14; .PUSHREG RDI; .PUSHREG RSI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDDB4     0x0   BeginAddress:                  0x5600    \n",
            "0xDDB8     0x4   EndAddress:                    0x595F    \n",
            "0xDDBC     0x8   UnwindData:                    0xC6A0    \n",
            "    [UNWIND_INFO]\n",
            "    0xB6A0     0x0   Version:                       0x1       \n",
            "    0xB6A0     0x0   Flags:                         0x3       \n",
            "    0xB6A1     0x1   SizeOfProlog:                  0x34      \n",
            "    0xB6A2     0x2   CountOfCodes:                  0xB       \n",
            "    0xB6A3     0x3   FrameRegister:                 0x0       \n",
            "    0xB6A3     0x3   FrameOffset:                   0x0       \n",
            "    0xB6BC     0x1C  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0x150; .ALLOCSTACK 0x110; .PUSHREG R15; .PUSHREG R14; .PUSHREG R13; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDDC0     0x0   BeginAddress:                  0x5960    \n",
            "0xDDC4     0x4   EndAddress:                    0x59FE    \n",
            "0xDDC8     0x8   UnwindData:                    0xC5E0    \n",
            "    [UNWIND_INFO]\n",
            "    0xB5E0     0x0   Version:                       0x1       \n",
            "    0xB5E0     0x0   Flags:                         0x3       \n",
            "    0xB5E1     0x1   SizeOfProlog:                  0x15      \n",
            "    0xB5E2     0x2   CountOfCodes:                  0x2       \n",
            "    0xB5E3     0x3   FrameRegister:                 0x0       \n",
            "    0xB5E3     0x3   FrameOffset:                   0x0       \n",
            "    0xB5E8     0x8   ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x60; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDDCC     0x0   BeginAddress:                  0x5A00    \n",
            "0xDDD0     0x4   EndAddress:                    0x5BEA    \n",
            "0xDDD4     0x8   UnwindData:                    0xC758    \n",
            "    [UNWIND_INFO]\n",
            "    0xB758     0x0   Version:                       0x1       \n",
            "    0xB758     0x0   Flags:                         0x3       \n",
            "    0xB759     0x1   SizeOfProlog:                  0x33      \n",
            "    0xB75A     0x2   CountOfCodes:                  0xB       \n",
            "    0xB75B     0x3   FrameRegister:                 0x0       \n",
            "    0xB75B     0x3   FrameOffset:                   0x0       \n",
            "    0xB774     0x1C  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0xf0; .ALLOCSTACK 0xb0; .PUSHREG R15; .PUSHREG R14; .PUSHREG R13; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDDD8     0x0   BeginAddress:                  0x5BEC    \n",
            "0xDDDC     0x4   EndAddress:                    0x5D8C    \n",
            "0xDDE0     0x8   UnwindData:                    0xC7C8    \n",
            "    [UNWIND_INFO]\n",
            "    0xB7C8     0x0   Version:                       0x1       \n",
            "    0xB7C8     0x0   Flags:                         0x0       \n",
            "    0xB7C9     0x1   SizeOfProlog:                  0x16      \n",
            "    0xB7CA     0x2   CountOfCodes:                  0xA       \n",
            "    0xB7CB     0x3   FrameRegister:                 0x0       \n",
            "    0xB7CB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBP, 0x68; .SAVEREG RBX, 0x60; .ALLOCSTACK 0x30; .PUSHREG R15; .PUSHREG R14; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RSI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDDE4     0x0   BeginAddress:                  0x5D8C    \n",
            "0xDDE8     0x4   EndAddress:                    0x60D2    \n",
            "0xDDEC     0x8   UnwindData:                    0xC7E0    \n",
            "    [UNWIND_INFO]\n",
            "    0xB7E0     0x0   Version:                       0x1       \n",
            "    0xB7E0     0x0   Flags:                         0x3       \n",
            "    0xB7E1     0x1   SizeOfProlog:                  0x33      \n",
            "    0xB7E2     0x2   CountOfCodes:                  0xA       \n",
            "    0xB7E3     0x3   FrameRegister:                 0x0       \n",
            "    0xB7E3     0x3   FrameOffset:                   0x0       \n",
            "    0xB7F8     0x18  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RSI, 0xc8; .SAVEREG RBX, 0xc0; .ALLOCSTACK 0x80; .PUSHREG R15; .PUSHREG R14; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDDF0     0x0   BeginAddress:                  0x60D4    \n",
            "0xDDF4     0x4   EndAddress:                    0x62DE    \n",
            "0xDDF8     0x8   UnwindData:                    0xC8C8    \n",
            "    [UNWIND_INFO]\n",
            "    0xB8C8     0x0   Version:                       0x1       \n",
            "    0xB8C8     0x0   Flags:                         0x3       \n",
            "    0xB8C9     0x1   SizeOfProlog:                  0x2F      \n",
            "    0xB8CA     0x2   CountOfCodes:                  0x9       \n",
            "    0xB8CB     0x3   FrameRegister:                 0x0       \n",
            "    0xB8CB     0x3   FrameOffset:                   0x0       \n",
            "    0xB8E0     0x18  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0xe8; .ALLOCSTACK 0xa0; .PUSHREG R15; .PUSHREG R14; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDDFC     0x0   BeginAddress:                  0x62E0    \n",
            "0xDE00     0x4   EndAddress:                    0x64C8    \n",
            "0xDE04     0x8   UnwindData:                    0xC928    \n",
            "    [UNWIND_INFO]\n",
            "    0xB928     0x0   Version:                       0x1       \n",
            "    0xB928     0x0   Flags:                         0x3       \n",
            "    0xB929     0x1   SizeOfProlog:                  0x38      \n",
            "    0xB92A     0x2   CountOfCodes:                  0x9       \n",
            "    0xB92B     0x3   FrameRegister:                 0x0       \n",
            "    0xB92B     0x3   FrameOffset:                   0x0       \n",
            "    0xB940     0x18  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RDI, 0x298; .SAVEREG RSI, 0x290; .SAVEREG RBX, 0x280; .ALLOCSTACK 0x270; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE08     0x0   BeginAddress:                  0x64C8    \n",
            "0xDE0C     0x4   EndAddress:                    0x6775    \n",
            "0xDE10     0x8   UnwindData:                    0xC970    \n",
            "    [UNWIND_INFO]\n",
            "    0xB970     0x0   Version:                       0x1       \n",
            "    0xB970     0x0   Flags:                         0x2       \n",
            "    0xB971     0x1   SizeOfProlog:                  0x1F      \n",
            "    0xB972     0x2   CountOfCodes:                  0x9       \n",
            "    0xB973     0x3   FrameRegister:                 0x0       \n",
            "    0xB973     0x3   FrameOffset:                   0x0       \n",
            "    0xB988     0x18  ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0xb0; .PUSHREG R15; .PUSHREG R14; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBX; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE14     0x0   BeginAddress:                  0x6778    \n",
            "0xDE18     0x4   EndAddress:                    0x696A    \n",
            "0xDE1C     0x8   UnwindData:                    0xC9E0    \n",
            "    [UNWIND_INFO]\n",
            "    0xB9E0     0x0   Version:                       0x1       \n",
            "    0xB9E0     0x0   Flags:                         0x3       \n",
            "    0xB9E1     0x1   SizeOfProlog:                  0x2B      \n",
            "    0xB9E2     0x2   CountOfCodes:                  0x7       \n",
            "    0xB9E3     0x3   FrameRegister:                 0x0       \n",
            "    0xB9E3     0x3   FrameOffset:                   0x0       \n",
            "    0xB9F4     0x14  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0x180; .ALLOCSTACK 0x150; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE20     0x0   BeginAddress:                  0x696C    \n",
            "0xDE24     0x4   EndAddress:                    0x6B88    \n",
            "0xDE28     0x8   UnwindData:                    0xCA38    \n",
            "    [UNWIND_INFO]\n",
            "    0xBA38     0x0   Version:                       0x1       \n",
            "    0xBA38     0x0   Flags:                         0x3       \n",
            "    0xBA39     0x1   SizeOfProlog:                  0x31      \n",
            "    0xBA3A     0x2   CountOfCodes:                  0x9       \n",
            "    0xBA3B     0x3   FrameRegister:                 0x0       \n",
            "    0xBA3B     0x3   FrameOffset:                   0x0       \n",
            "    0xBA50     0x18  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RDI, 0x178; .SAVEREG RSI, 0x170; .SAVEREG RBX, 0x168; .ALLOCSTACK 0x150; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE2C     0x0   BeginAddress:                  0x6B88    \n",
            "0xDE30     0x4   EndAddress:                    0x6BAF    \n",
            "0xDE34     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE38     0x0   BeginAddress:                  0x6BB0    \n",
            "0xDE3C     0x4   EndAddress:                    0x6BCF    \n",
            "0xDE40     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE44     0x0   BeginAddress:                  0x6BD0    \n",
            "0xDE48     0x4   EndAddress:                    0x6BE8    \n",
            "0xDE4C     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE50     0x0   BeginAddress:                  0x6BE8    \n",
            "0xDE54     0x4   EndAddress:                    0x6C00    \n",
            "0xDE58     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE5C     0x0   BeginAddress:                  0x6C00    \n",
            "0xDE60     0x4   EndAddress:                    0x6C16    \n",
            "0xDE64     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE68     0x0   BeginAddress:                  0x6C18    \n",
            "0xDE6C     0x4   EndAddress:                    0x6C6C    \n",
            "0xDE70     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE74     0x0   BeginAddress:                  0x6C6C    \n",
            "0xDE78     0x4   EndAddress:                    0x6D8E    \n",
            "0xDE7C     0x8   UnwindData:                    0xCAA0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBAA0     0x0   Version:                       0x1       \n",
            "    0xBAA0     0x0   Flags:                         0x2       \n",
            "    0xBAA1     0x1   SizeOfProlog:                  0x1F      \n",
            "    0xBAA2     0x2   CountOfCodes:                  0x8       \n",
            "    0xBAA3     0x3   FrameRegister:                 0x0       \n",
            "    0xBAA3     0x3   FrameOffset:                   0x0       \n",
            "    0xBAB4     0x14  ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBP, 0x60; .SAVEREG RBX, 0x58; .ALLOCSTACK 0x30; .PUSHREG R14; .PUSHREG RDI; .PUSHREG RSI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE80     0x0   BeginAddress:                  0x6D90    \n",
            "0xDE84     0x4   EndAddress:                    0x6DFB    \n",
            "0xDE88     0x8   UnwindData:                    0xCAE0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBAE0     0x0   Version:                       0x1       \n",
            "    0xBAE0     0x0   Flags:                         0x3       \n",
            "    0xBAE1     0x1   SizeOfProlog:                  0x13      \n",
            "    0xBAE2     0x2   CountOfCodes:                  0x1       \n",
            "    0xBAE3     0x3   FrameRegister:                 0x0       \n",
            "    0xBAE3     0x3   FrameOffset:                   0x0       \n",
            "    0xBAE8     0x8   ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x68\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE8C     0x0   BeginAddress:                  0x6DFC    \n",
            "0xDE90     0x4   EndAddress:                    0x6F67    \n",
            "0xDE94     0x8   UnwindData:                    0xCAF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBAF0     0x0   Version:                       0x1       \n",
            "    0xBAF0     0x0   Flags:                         0x0       \n",
            "    0xBAF1     0x1   SizeOfProlog:                  0x1D      \n",
            "    0xBAF2     0x2   CountOfCodes:                  0xC       \n",
            "    0xBAF3     0x3   FrameRegister:                 0x0       \n",
            "    0xBAF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RDI, 0x58; .SAVEREG RSI, 0x50; .SAVEREG RBP, 0x48; .SAVEREG RBX, 0x40; .ALLOCSTACK 0x20; .PUSHREG R15; .PUSHREG R14; .PUSHREG R13\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDE98     0x0   BeginAddress:                  0x6F68    \n",
            "0xDE9C     0x4   EndAddress:                    0x6FA1    \n",
            "0xDEA0     0x8   UnwindData:                    0xCB0C    \n",
            "    [UNWIND_INFO]\n",
            "    0xBB0C     0x0   Version:                       0x1       \n",
            "    0xBB0C     0x0   Flags:                         0x3       \n",
            "    0xBB0D     0x1   SizeOfProlog:                  0xF       \n",
            "    0xBB0E     0x2   CountOfCodes:                  0x2       \n",
            "    0xBB0F     0x3   FrameRegister:                 0x0       \n",
            "    0xBB0F     0x3   FrameOffset:                   0x0       \n",
            "    0xBB14     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x30; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDEA4     0x0   BeginAddress:                  0x6FB0    \n",
            "0xDEA8     0x4   EndAddress:                    0x6FE6    \n",
            "0xDEAC     0x8   UnwindData:                    0xCB28    \n",
            "    [UNWIND_INFO]\n",
            "    0xBB28     0x0   Version:                       0x1       \n",
            "    0xBB28     0x0   Flags:                         0x0       \n",
            "    0xBB29     0x1   SizeOfProlog:                  0x4       \n",
            "    0xBB2A     0x2   CountOfCodes:                  0x1       \n",
            "    0xBB2B     0x3   FrameRegister:                 0x0       \n",
            "    0xBB2B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x38\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDEB0     0x0   BeginAddress:                  0x6FE8    \n",
            "0xDEB4     0x4   EndAddress:                    0x7224    \n",
            "0xDEB8     0x8   UnwindData:                    0xCB30    \n",
            "    [UNWIND_INFO]\n",
            "    0xBB30     0x0   Version:                       0x1       \n",
            "    0xBB30     0x0   Flags:                         0x0       \n",
            "    0xBB31     0x1   SizeOfProlog:                  0x1D      \n",
            "    0xBB32     0x2   CountOfCodes:                  0xA       \n",
            "    0xBB33     0x3   FrameRegister:                 0x0       \n",
            "    0xBB33     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0xc8; .PUSHREG R15; .PUSHREG R14; .PUSHREG R13; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBX; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDEBC     0x0   BeginAddress:                  0x7224    \n",
            "0xDEC0     0x4   EndAddress:                    0x7244    \n",
            "0xDEC4     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDEC8     0x0   BeginAddress:                  0x7244    \n",
            "0xDECC     0x4   EndAddress:                    0x725B    \n",
            "0xDED0     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDED4     0x0   BeginAddress:                  0x725C    \n",
            "0xDED8     0x4   EndAddress:                    0x7488    \n",
            "0xDEDC     0x8   UnwindData:                    0xCB48    \n",
            "    [UNWIND_INFO]\n",
            "    0xBB48     0x0   Version:                       0x1       \n",
            "    0xBB48     0x0   Flags:                         0x2       \n",
            "    0xBB49     0x1   SizeOfProlog:                  0x22      \n",
            "    0xBB4A     0x2   CountOfCodes:                  0xA       \n",
            "    0xBB4B     0x3   FrameRegister:                 0x0       \n",
            "    0xBB4B     0x3   FrameOffset:                   0x0       \n",
            "    0xBB60     0x18  ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RSI, 0xb0; .SAVEREG RBX, 0xa0; .ALLOCSTACK 0x70; .PUSHREG R15; .PUSHREG R14; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDEE0     0x0   BeginAddress:                  0x7488    \n",
            "0xDEE4     0x4   EndAddress:                    0x77F3    \n",
            "0xDEE8     0x8   UnwindData:                    0xCBA0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBBA0     0x0   Version:                       0x1       \n",
            "    0xBBA0     0x0   Flags:                         0x3       \n",
            "    0xBBA1     0x1   SizeOfProlog:                  0x30      \n",
            "    0xBBA2     0x2   CountOfCodes:                  0xB       \n",
            "    0xBBA3     0x3   FrameRegister:                 0x0       \n",
            "    0xBBA3     0x3   FrameOffset:                   0x0       \n",
            "    0xBBBC     0x1C  ExceptionHandler:              0x93EC    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RBX, 0x310; .ALLOCSTACK 0x2c0; .PUSHREG R15; .PUSHREG R14; .PUSHREG R13; .PUSHREG R12; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDEEC     0x0   BeginAddress:                  0x77F4    \n",
            "0xDEF0     0x4   EndAddress:                    0x7A00    \n",
            "0xDEF4     0x8   UnwindData:                    0xCBC4    \n",
            "    [UNWIND_INFO]\n",
            "    0xBBC4     0x0   Version:                       0x1       \n",
            "    0xBBC4     0x0   Flags:                         0x3       \n",
            "    0xBBC5     0x1   SizeOfProlog:                  0x34      \n",
            "    0xBBC6     0x2   CountOfCodes:                  0x9       \n",
            "    0xBBC7     0x3   FrameRegister:                 0x0       \n",
            "    0xBBC7     0x3   FrameOffset:                   0x0       \n",
            "    0xBBDC     0x18  ExceptionHandler:              0x9468    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RDI, 0xb8; .SAVEREG RSI, 0xb0; .SAVEREG RBX, 0xa8; .ALLOCSTACK 0x90; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDEF8     0x0   BeginAddress:                  0x7A00    \n",
            "0xDEFC     0x4   EndAddress:                    0x7A7E    \n",
            "0xDF00     0x8   UnwindData:                    0xCC30    \n",
            "    [UNWIND_INFO]\n",
            "    0xBC30     0x0   Version:                       0x1       \n",
            "    0xBC30     0x0   Flags:                         0x3       \n",
            "    0xBC31     0x1   SizeOfProlog:                  0x19      \n",
            "    0xBC32     0x2   CountOfCodes:                  0x6       \n",
            "    0xBC33     0x3   FrameRegister:                 0x0       \n",
            "    0xBC33     0x3   FrameOffset:                   0x0       \n",
            "    0xBC40     0x10  ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RSI, 0x48; .SAVEREG RBX, 0x40; .ALLOCSTACK 0x30; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF04     0x0   BeginAddress:                  0x7A80    \n",
            "0xDF08     0x4   EndAddress:                    0x7AC9    \n",
            "0xDF0C     0x8   UnwindData:                    0xCC68    \n",
            "    [UNWIND_INFO]\n",
            "    0xBC68     0x0   Version:                       0x1       \n",
            "    0xBC68     0x0   Flags:                         0x0       \n",
            "    0xBC69     0x1   SizeOfProlog:                  0x7       \n",
            "    0xBC6A     0x2   CountOfCodes:                  0x2       \n",
            "    0xBC6B     0x3   FrameRegister:                 0x0       \n",
            "    0xBC6B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0xb8\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF10     0x0   BeginAddress:                  0x7ACC    \n",
            "0xDF14     0x4   EndAddress:                    0x7BA0    \n",
            "0xDF18     0x8   UnwindData:                    0xBE30    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE30     0x0   Version:                       0x1       \n",
            "    0xAE30     0x0   Flags:                         0x0       \n",
            "    0xAE31     0x1   SizeOfProlog:                  0x14      \n",
            "    0xAE32     0x2   CountOfCodes:                  0x8       \n",
            "    0xAE33     0x3   FrameRegister:                 0x0       \n",
            "    0xAE33     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x40; .SAVEREG RBP, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF1C     0x0   BeginAddress:                  0x7BA8    \n",
            "0xDF20     0x4   EndAddress:                    0x7BDF    \n",
            "0xDF24     0x8   UnwindData:                    0xCC70    \n",
            "    [UNWIND_INFO]\n",
            "    0xBC70     0x0   Version:                       0x1       \n",
            "    0xBC70     0x0   Flags:                         0x3       \n",
            "    0xBC71     0x1   SizeOfProlog:                  0x12      \n",
            "    0xBC72     0x2   CountOfCodes:                  0x1       \n",
            "    0xBC73     0x3   FrameRegister:                 0x0       \n",
            "    0xBC73     0x3   FrameOffset:                   0x0       \n",
            "    0xBC78     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x38\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF28     0x0   BeginAddress:                  0x7BE0    \n",
            "0xDF2C     0x4   EndAddress:                    0x7C2E    \n",
            "0xDF30     0x8   UnwindData:                    0xBDD0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADD0     0x0   Version:                       0x1       \n",
            "    0xADD0     0x0   Flags:                         0x0       \n",
            "    0xADD1     0x1   SizeOfProlog:                  0xF       \n",
            "    0xADD2     0x2   CountOfCodes:                  0x6       \n",
            "    0xADD3     0x3   FrameRegister:                 0x0       \n",
            "    0xADD3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF34     0x0   BeginAddress:                  0x7C30    \n",
            "0xDF38     0x4   EndAddress:                    0x7C5E    \n",
            "0xDF3C     0x8   UnwindData:                    0xCCE0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBCE0     0x0   Version:                       0x1       \n",
            "    0xBCE0     0x0   Flags:                         0x3       \n",
            "    0xBCE1     0x1   SizeOfProlog:                  0xF       \n",
            "    0xBCE2     0x2   CountOfCodes:                  0x2       \n",
            "    0xBCE3     0x3   FrameRegister:                 0x0       \n",
            "    0xBCE3     0x3   FrameOffset:                   0x0       \n",
            "    0xBCE8     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x30; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF40     0x0   BeginAddress:                  0x7C60    \n",
            "0xDF44     0x4   EndAddress:                    0x7E80    \n",
            "0xDF48     0x8   UnwindData:                    0xCD50    \n",
            "    [UNWIND_INFO]\n",
            "    0xBD50     0x0   Version:                       0x1       \n",
            "    0xBD50     0x0   Flags:                         0x3       \n",
            "    0xBD51     0x1   SizeOfProlog:                  0x21      \n",
            "    0xBD52     0x2   CountOfCodes:                  0xA       \n",
            "    0xBD53     0x3   FrameRegister:                 0x0       \n",
            "    0xBD53     0x3   FrameOffset:                   0x0       \n",
            "    0xBD68     0x18  ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RDI, 0x88; .SAVEREG RSI, 0x80; .SAVEREG RBX, 0x78; .ALLOCSTACK 0x50; .PUSHREG R15; .PUSHREG R14; .PUSHREG R12\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF4C     0x0   BeginAddress:                  0x7EF4    \n",
            "0xDF50     0x4   EndAddress:                    0x7F2F    \n",
            "0xDF54     0x8   UnwindData:                    0xCDD0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBDD0     0x0   Version:                       0x1       \n",
            "    0xBDD0     0x0   Flags:                         0x3       \n",
            "    0xBDD1     0x1   SizeOfProlog:                  0xF       \n",
            "    0xBDD2     0x2   CountOfCodes:                  0x2       \n",
            "    0xBDD3     0x3   FrameRegister:                 0x0       \n",
            "    0xBDD3     0x3   FrameOffset:                   0x0       \n",
            "    0xBDD8     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x30; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF58     0x0   BeginAddress:                  0x7F30    \n",
            "0xDF5C     0x4   EndAddress:                    0x7F6A    \n",
            "0xDF60     0x8   UnwindData:                    0xCE40    \n",
            "    [UNWIND_INFO]\n",
            "    0xBE40     0x0   Version:                       0x1       \n",
            "    0xBE40     0x0   Flags:                         0x3       \n",
            "    0xBE41     0x1   SizeOfProlog:                  0x13      \n",
            "    0xBE42     0x2   CountOfCodes:                  0x2       \n",
            "    0xBE43     0x3   FrameRegister:                 0x0       \n",
            "    0xBE43     0x3   FrameOffset:                   0x0       \n",
            "    0xBE48     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x30; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF64     0x0   BeginAddress:                  0x7F6C    \n",
            "0xDF68     0x4   EndAddress:                    0x81F1    \n",
            "0xDF6C     0x8   UnwindData:                    0xBDD0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADD0     0x0   Version:                       0x1       \n",
            "    0xADD0     0x0   Flags:                         0x0       \n",
            "    0xADD1     0x1   SizeOfProlog:                  0xF       \n",
            "    0xADD2     0x2   CountOfCodes:                  0x6       \n",
            "    0xADD3     0x3   FrameRegister:                 0x0       \n",
            "    0xADD3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF70     0x0   BeginAddress:                  0x81F4    \n",
            "0xDF74     0x4   EndAddress:                    0x8309    \n",
            "0xDF78     0x8   UnwindData:                    0xCEB0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBEB0     0x0   Version:                       0x1       \n",
            "    0xBEB0     0x0   Flags:                         0x3       \n",
            "    0xBEB1     0x1   SizeOfProlog:                  0x21      \n",
            "    0xBEB2     0x2   CountOfCodes:                  0xA       \n",
            "    0xBEB3     0x3   FrameRegister:                 0x0       \n",
            "    0xBEB3     0x3   FrameOffset:                   0x0       \n",
            "    0xBEC8     0x18  ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .SAVEREG RDI, 0x78; .SAVEREG RSI, 0x70; .SAVEREG RBX, 0x68; .ALLOCSTACK 0x40; .PUSHREG R15; .PUSHREG R14; .PUSHREG R12\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF7C     0x0   BeginAddress:                  0x8310    \n",
            "0xDF80     0x4   EndAddress:                    0x832D    \n",
            "0xDF84     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF88     0x0   BeginAddress:                  0x8340    \n",
            "0xDF8C     0x4   EndAddress:                    0x835D    \n",
            "0xDF90     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDF94     0x0   BeginAddress:                  0x8360    \n",
            "0xDF98     0x4   EndAddress:                    0x8406    \n",
            "0xDF9C     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDFA0     0x0   BeginAddress:                  0x8410    \n",
            "0xDFA4     0x4   EndAddress:                    0x8420    \n",
            "0xDFA8     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDFAC     0x0   BeginAddress:                  0x8420    \n",
            "0xDFB0     0x4   EndAddress:                    0x8439    \n",
            "0xDFB4     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDFB8     0x0   BeginAddress:                  0x843C    \n",
            "0xDFBC     0x4   EndAddress:                    0x85B8    \n",
            "0xDFC0     0x8   UnwindData:                    0xCF20    \n",
            "    [UNWIND_INFO]\n",
            "    0xBF20     0x0   Version:                       0x1       \n",
            "    0xBF20     0x0   Flags:                         0x1       \n",
            "    0xBF21     0x1   SizeOfProlog:                  0xF       \n",
            "    0xBF22     0x2   CountOfCodes:                  0x6       \n",
            "    0xBF23     0x3   FrameRegister:                 0x0       \n",
            "    0xBF23     0x3   FrameOffset:                   0x0       \n",
            "    0xBF30     0x10  ExceptionHandler:              0x90E6    \n",
            "    Flags: UNW_FLAG_EHANDLER\n",
            "    Unwind codes: .SAVEREG RSI, 0x48; .SAVEREG RBX, 0x40; .ALLOCSTACK 0x30; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDFC4     0x0   BeginAddress:                  0x85C0    \n",
            "0xDFC8     0x4   EndAddress:                    0x85D2    \n",
            "0xDFCC     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDFD0     0x0   BeginAddress:                  0x85F0    \n",
            "0xDFD4     0x4   EndAddress:                    0x8611    \n",
            "0xDFD8     0x8   UnwindData:                    0xCF58    \n",
            "    [UNWIND_INFO]\n",
            "    0xBF58     0x0   Version:                       0x1       \n",
            "    0xBF58     0x0   Flags:                         0x0       \n",
            "    0xBF59     0x1   SizeOfProlog:                  0x0       \n",
            "    0xBF5A     0x2   CountOfCodes:                  0x0       \n",
            "    0xBF5B     0x3   FrameRegister:                 0x0       \n",
            "    0xBF5B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: \n",
            "[RUNTIME_FUNCTION]\n",
            "0xDFDC     0x0   BeginAddress:                  0x8614    \n",
            "0xDFE0     0x4   EndAddress:                    0x8671    \n",
            "0xDFE4     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDFE8     0x0   BeginAddress:                  0x8680    \n",
            "0xDFEC     0x4   EndAddress:                    0x8752    \n",
            "0xDFF0     0x8   UnwindData:                    0xCF5C    \n",
            "    [UNWIND_INFO]\n",
            "    0xBF5C     0x0   Version:                       0x1       \n",
            "    0xBF5C     0x0   Flags:                         0x0       \n",
            "    0xBF5D     0x1   SizeOfProlog:                  0x9       \n",
            "    0xBF5E     0x2   CountOfCodes:                  0x1       \n",
            "    0xBF5F     0x3   FrameRegister:                 0x0       \n",
            "    0xBF5F     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x38\n",
            "[RUNTIME_FUNCTION]\n",
            "0xDFF4     0x0   BeginAddress:                  0x8754    \n",
            "0xDFF8     0x4   EndAddress:                    0x87C5    \n",
            "0xDFFC     0x8   UnwindData:                    0xCF64    \n",
            "    [UNWIND_INFO]\n",
            "    0xBF64     0x0   Version:                       0x1       \n",
            "    0xBF64     0x0   Flags:                         0x0       \n",
            "    0xBF65     0x1   SizeOfProlog:                  0x8       \n",
            "    0xBF66     0x2   CountOfCodes:                  0x4       \n",
            "    0xBF67     0x3   FrameRegister:                 0x0       \n",
            "    0xBF67     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x40; .PUSHREG RDI; .PUSHREG RSI; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE000     0x0   BeginAddress:                  0x87C8    \n",
            "0xE004     0x4   EndAddress:                    0x8801    \n",
            "0xE008     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE00C     0x0   BeginAddress:                  0x8804    \n",
            "0xE010     0x4   EndAddress:                    0x884D    \n",
            "0xE014     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE018     0x0   BeginAddress:                  0x8850    \n",
            "0xE01C     0x4   EndAddress:                    0x892F    \n",
            "0xE020     0x8   UnwindData:                    0xCF98    \n",
            "    [UNWIND_INFO]\n",
            "    0xBF98     0x0   Version:                       0x1       \n",
            "    0xBF98     0x0   Flags:                         0x0       \n",
            "    0xBF99     0x1   SizeOfProlog:                  0xD       \n",
            "    0xBF9A     0x2   CountOfCodes:                  0x4       \n",
            "    0xBF9B     0x3   FrameRegister:                 0x0       \n",
            "    0xBF9B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBX, 0x50; .ALLOCSTACK 0x40; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE024     0x0   BeginAddress:                  0x8930    \n",
            "0xE028     0x4   EndAddress:                    0x89C9    \n",
            "0xE02C     0x8   UnwindData:                    0xCF70    \n",
            "    [UNWIND_INFO]\n",
            "    0xBF70     0x0   Version:                       0x1       \n",
            "    0xBF70     0x0   Flags:                         0x1       \n",
            "    0xBF71     0x1   SizeOfProlog:                  0x4       \n",
            "    0xBF72     0x2   CountOfCodes:                  0x1       \n",
            "    0xBF73     0x3   FrameRegister:                 0x0       \n",
            "    0xBF73     0x3   FrameOffset:                   0x0       \n",
            "    0xBF78     0x8   ExceptionHandler:              0x90E6    \n",
            "    Flags: UNW_FLAG_EHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x18\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE030     0x0   BeginAddress:                  0x89CC    \n",
            "0xE034     0x4   EndAddress:                    0x89F0    \n",
            "0xE038     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE03C     0x0   BeginAddress:                  0x89F0    \n",
            "0xE040     0x4   EndAddress:                    0x8A1B    \n",
            "0xE044     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE048     0x0   BeginAddress:                  0x8A1C    \n",
            "0xE04C     0x4   EndAddress:                    0x8A6B    \n",
            "0xE050     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE054     0x0   BeginAddress:                  0x8A6C    \n",
            "0xE058     0x4   EndAddress:                    0x8A83    \n",
            "0xE05C     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE060     0x0   BeginAddress:                  0x8AA0    \n",
            "0xE064     0x4   EndAddress:                    0x8AC6    \n",
            "0xE068     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE06C     0x0   BeginAddress:                  0x8AC8    \n",
            "0xE070     0x4   EndAddress:                    0x8B75    \n",
            "0xE074     0x8   UnwindData:                    0xCFA4    \n",
            "    [UNWIND_INFO]\n",
            "    0xBFA4     0x0   Version:                       0x1       \n",
            "    0xBFA4     0x0   Flags:                         0x0       \n",
            "    0xBFA5     0x1   SizeOfProlog:                  0xD       \n",
            "    0xBFA6     0x2   CountOfCodes:                  0x4       \n",
            "    0xBFA7     0x3   FrameRegister:                 0x0       \n",
            "    0xBFA7     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBX, 0x48; .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE078     0x0   BeginAddress:                  0x8BA4    \n",
            "0xE07C     0x4   EndAddress:                    0x8BBF    \n",
            "0xE080     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE084     0x0   BeginAddress:                  0x8BD8    \n",
            "0xE088     0x4   EndAddress:                    0x8D23    \n",
            "0xE08C     0x8   UnwindData:                    0xCFB0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBFB0     0x0   Version:                       0x1       \n",
            "    0xBFB0     0x0   Flags:                         0x0       \n",
            "    0xBFB1     0x1   SizeOfProlog:                  0x15      \n",
            "    0xBFB2     0x2   CountOfCodes:                  0x5       \n",
            "    0xBFB3     0x3   FrameRegister:                 0x0       \n",
            "    0xBFB3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBX, 0x5d0; .ALLOCSTACK 0x5c0; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE090     0x0   BeginAddress:                  0x8D24    \n",
            "0xE094     0x4   EndAddress:                    0x8D78    \n",
            "0xE098     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE09C     0x0   BeginAddress:                  0x8D90    \n",
            "0xE0A0     0x4   EndAddress:                    0x8DC8    \n",
            "0xE0A4     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE0A8     0x0   BeginAddress:                  0x8DC8    \n",
            "0xE0AC     0x4   EndAddress:                    0x8E04    \n",
            "0xE0B0     0x8   UnwindData:                    0xBDF8    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF8     0x0   Version:                       0x1       \n",
            "    0xADF8     0x0   Flags:                         0x0       \n",
            "    0xADF9     0x1   SizeOfProlog:                  0xA       \n",
            "    0xADFA     0x2   CountOfCodes:                  0x4       \n",
            "    0xADFB     0x3   FrameRegister:                 0x0       \n",
            "    0xADFB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE0B4     0x0   BeginAddress:                  0x8E10    \n",
            "0xE0B8     0x4   EndAddress:                    0x8E4C    \n",
            "0xE0BC     0x8   UnwindData:                    0xBDF8    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF8     0x0   Version:                       0x1       \n",
            "    0xADF8     0x0   Flags:                         0x0       \n",
            "    0xADF9     0x1   SizeOfProlog:                  0xA       \n",
            "    0xADFA     0x2   CountOfCodes:                  0x4       \n",
            "    0xADFB     0x3   FrameRegister:                 0x0       \n",
            "    0xADFB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE0C0     0x0   BeginAddress:                  0x8E4C    \n",
            "0xE0C4     0x4   EndAddress:                    0x9005    \n",
            "0xE0C8     0x8   UnwindData:                    0xCFC0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBFC0     0x0   Version:                       0x1       \n",
            "    0xBFC0     0x0   Flags:                         0x0       \n",
            "    0xBFC1     0x1   SizeOfProlog:                  0x12      \n",
            "    0xBFC2     0x2   CountOfCodes:                  0x8       \n",
            "    0xBFC3     0x3   FrameRegister:                 0x0       \n",
            "    0xBFC3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBP, 0x40; .SAVEREG RBX, 0x38; .ALLOCSTACK 0x10; .PUSHREG R14; .PUSHREG RDI; .PUSHREG RSI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE0CC     0x0   BeginAddress:                  0x90EC    \n",
            "0xE0D0     0x4   EndAddress:                    0x9154    \n",
            "0xE0D4     0x8   UnwindData:                    0xCFDC    \n",
            "    [UNWIND_INFO]\n",
            "    0xBFDC     0x0   Version:                       0x1       \n",
            "    0xBFDC     0x0   Flags:                         0x0       \n",
            "    0xBFDD     0x1   SizeOfProlog:                  0x14      \n",
            "    0xBFDE     0x2   CountOfCodes:                  0x8       \n",
            "    0xBFDF     0x3   FrameRegister:                 0x0       \n",
            "    0xBFDF     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x60; .SAVEREG RBP, 0x58; .SAVEREG RBX, 0x50; .ALLOCSTACK 0x40; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE0D8     0x0   BeginAddress:                  0x9154    \n",
            "0xE0DC     0x4   EndAddress:                    0x91B6    \n",
            "0xE0E0     0x8   UnwindData:                    0xC4E8    \n",
            "    [UNWIND_INFO]\n",
            "    0xB4E8     0x0   Version:                       0x1       \n",
            "    0xB4E8     0x0   Flags:                         0x0       \n",
            "    0xB4E9     0x1   SizeOfProlog:                  0x14      \n",
            "    0xB4EA     0x2   CountOfCodes:                  0x8       \n",
            "    0xB4EB     0x3   FrameRegister:                 0x0       \n",
            "    0xB4EB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x50; .SAVEREG RBP, 0x48; .SAVEREG RBX, 0x40; .ALLOCSTACK 0x30; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE0E4     0x0   BeginAddress:                  0x91C2    \n",
            "0xE0E8     0x4   EndAddress:                    0x9239    \n",
            "0xE0EC     0x8   UnwindData:                    0xCFF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBFF0     0x0   Version:                       0x1       \n",
            "    0xBFF0     0x0   Flags:                         0x0       \n",
            "    0xBFF1     0x1   SizeOfProlog:                  0x18      \n",
            "    0xBFF2     0x2   CountOfCodes:                  0x1       \n",
            "    0xBFF3     0x3   FrameRegister:                 0x0       \n",
            "    0xBFF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x68\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE0F0     0x0   BeginAddress:                  0x923C    \n",
            "0xE0F4     0x4   EndAddress:                    0x9278    \n",
            "0xE0F8     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE0FC     0x0   BeginAddress:                  0x9280    \n",
            "0xE100     0x4   EndAddress:                    0x92BF    \n",
            "0xE104     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE108     0x0   BeginAddress:                  0x92E0    \n",
            "0xE10C     0x4   EndAddress:                    0x931F    \n",
            "0xE110     0x8   UnwindData:                    0xBDF0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF0     0x0   Version:                       0x1       \n",
            "    0xADF0     0x0   Flags:                         0x0       \n",
            "    0xADF1     0x1   SizeOfProlog:                  0x6       \n",
            "    0xADF2     0x2   CountOfCodes:                  0x2       \n",
            "    0xADF3     0x3   FrameRegister:                 0x0       \n",
            "    0xADF3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE114     0x0   BeginAddress:                  0x9360    \n",
            "0xE118     0x4   EndAddress:                    0x939D    \n",
            "0xE11C     0x8   UnwindData:                    0xBDF8    \n",
            "    [UNWIND_INFO]\n",
            "    0xADF8     0x0   Version:                       0x1       \n",
            "    0xADF8     0x0   Flags:                         0x0       \n",
            "    0xADF9     0x1   SizeOfProlog:                  0xA       \n",
            "    0xADFA     0x2   CountOfCodes:                  0x4       \n",
            "    0xADFB     0x3   FrameRegister:                 0x0       \n",
            "    0xADFB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE120     0x0   BeginAddress:                  0x93A0    \n",
            "0xE124     0x4   EndAddress:                    0x93C0    \n",
            "0xE128     0x8   UnwindData:                    0xBE68    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE68     0x0   Version:                       0x1       \n",
            "    0xAE68     0x0   Flags:                         0x0       \n",
            "    0xAE69     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE6A     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE6B     0x3   FrameRegister:                 0x0       \n",
            "    0xAE6B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x48\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE12C     0x0   BeginAddress:                  0x93C0    \n",
            "0xE130     0x4   EndAddress:                    0x93E0    \n",
            "0xE134     0x8   UnwindData:                    0xBE68    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE68     0x0   Version:                       0x1       \n",
            "    0xAE68     0x0   Flags:                         0x0       \n",
            "    0xAE69     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE6A     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE6B     0x3   FrameRegister:                 0x0       \n",
            "    0xAE6B     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x48\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE138     0x0   BeginAddress:                  0x93EC    \n",
            "0xE13C     0x4   EndAddress:                    0x9409    \n",
            "0xE140     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE144     0x0   BeginAddress:                  0x940C    \n",
            "0xE148     0x4   EndAddress:                    0x9467    \n",
            "0xE14C     0x8   UnwindData:                    0xCFF8    \n",
            "    [UNWIND_INFO]\n",
            "    0xBFF8     0x0   Version:                       0x1       \n",
            "    0xBFF8     0x0   Flags:                         0x0       \n",
            "    0xBFF9     0x1   SizeOfProlog:                  0x2       \n",
            "    0xBFFA     0x2   CountOfCodes:                  0x1       \n",
            "    0xBFFB     0x3   FrameRegister:                 0x0       \n",
            "    0xBFFB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE150     0x0   BeginAddress:                  0x9468    \n",
            "0xE154     0x4   EndAddress:                    0x94E7    \n",
            "0xE158     0x8   UnwindData:                    0xC18C    \n",
            "    [UNWIND_INFO]\n",
            "    0xB18C     0x0   Version:                       0x1       \n",
            "    0xB18C     0x0   Flags:                         0x0       \n",
            "    0xB18D     0x1   SizeOfProlog:                  0x19      \n",
            "    0xB18E     0x2   CountOfCodes:                  0xA       \n",
            "    0xB18F     0x3   FrameRegister:                 0x0       \n",
            "    0xB18F     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RDI, 0x48; .SAVEREG RSI, 0x40; .SAVEREG RBP, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG R14\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE15C     0x0   BeginAddress:                  0x9500    \n",
            "0xE160     0x4   EndAddress:                    0x9551    \n",
            "0xE164     0x8   UnwindData:                    0xD000    \n",
            "    [UNWIND_INFO]\n",
            "    0xC000     0x0   Version:                       0x1       \n",
            "    0xC000     0x0   Flags:                         0x0       \n",
            "    0xC001     0x1   SizeOfProlog:                  0x4       \n",
            "    0xC002     0x2   CountOfCodes:                  0x1       \n",
            "    0xC003     0x3   FrameRegister:                 0x0       \n",
            "    0xC003     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x10\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE168     0x0   BeginAddress:                  0x9570    \n",
            "0xE16C     0x4   EndAddress:                    0x9572    \n",
            "0xE170     0x8   UnwindData:                    0xCFD8    \n",
            "    [UNWIND_INFO]\n",
            "    0xBFD8     0x0   Version:                       0x1       \n",
            "    0xBFD8     0x0   Flags:                         0x0       \n",
            "    0xBFD9     0x1   SizeOfProlog:                  0x0       \n",
            "    0xBFDA     0x2   CountOfCodes:                  0x0       \n",
            "    0xBFDB     0x3   FrameRegister:                 0x0       \n",
            "    0xBFDB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: \n",
            "[RUNTIME_FUNCTION]\n",
            "0xE174     0x0   BeginAddress:                  0x9572    \n",
            "0xE178     0x4   EndAddress:                    0x95CF    \n",
            "0xE17C     0x8   UnwindData:                    0xBF38    \n",
            "    [UNWIND_INFO]\n",
            "    0xAF38     0x0   Version:                       0x1       \n",
            "    0xAF38     0x0   Flags:                         0x3       \n",
            "    0xAF39     0x1   SizeOfProlog:                  0xB       \n",
            "    0xAF3A     0x2   CountOfCodes:                  0x3       \n",
            "    0xAF3B     0x3   FrameRegister:                 0x0       \n",
            "    0xAF3B     0x3   FrameOffset:                   0x0       \n",
            "    0xAF44     0xC   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x28; .PUSHREG RBP; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE180     0x0   BeginAddress:                  0x95CF    \n",
            "0xE184     0x4   EndAddress:                    0x95EA    \n",
            "0xE188     0x8   UnwindData:                    0xBF4C    \n",
            "    [UNWIND_INFO]\n",
            "    0xAF4C     0x0   Version:                       0x1       \n",
            "    0xAF4C     0x0   Flags:                         0x3       \n",
            "    0xAF4D     0x1   SizeOfProlog:                  0xA       \n",
            "    0xAF4E     0x2   CountOfCodes:                  0x2       \n",
            "    0xAF4F     0x3   FrameRegister:                 0x0       \n",
            "    0xAF4F     0x3   FrameOffset:                   0x0       \n",
            "    0xAF54     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE18C     0x0   BeginAddress:                  0x95EA    \n",
            "0xE190     0x4   EndAddress:                    0x9639    \n",
            "0xE194     0x8   UnwindData:                    0xC0D8    \n",
            "    [UNWIND_INFO]\n",
            "    0xB0D8     0x0   Version:                       0x1       \n",
            "    0xB0D8     0x0   Flags:                         0x3       \n",
            "    0xB0D9     0x1   SizeOfProlog:                  0xB       \n",
            "    0xB0DA     0x2   CountOfCodes:                  0x3       \n",
            "    0xB0DB     0x3   FrameRegister:                 0x0       \n",
            "    0xB0DB     0x3   FrameOffset:                   0x0       \n",
            "    0xB0E4     0xC   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x28; .PUSHREG RBP; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE198     0x0   BeginAddress:                  0x9639    \n",
            "0xE19C     0x4   EndAddress:                    0x9687    \n",
            "0xE1A0     0x8   UnwindData:                    0xC0D8    \n",
            "    [UNWIND_INFO]\n",
            "    0xB0D8     0x0   Version:                       0x1       \n",
            "    0xB0D8     0x0   Flags:                         0x3       \n",
            "    0xB0D9     0x1   SizeOfProlog:                  0xB       \n",
            "    0xB0DA     0x2   CountOfCodes:                  0x3       \n",
            "    0xB0DB     0x3   FrameRegister:                 0x0       \n",
            "    0xB0DB     0x3   FrameOffset:                   0x0       \n",
            "    0xB0E4     0xC   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x28; .PUSHREG RBP; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE1A4     0x0   BeginAddress:                  0x9687    \n",
            "0xE1A8     0x4   EndAddress:                    0x96BF    \n",
            "0xE1AC     0x8   UnwindData:                    0xC0EC    \n",
            "    [UNWIND_INFO]\n",
            "    0xB0EC     0x0   Version:                       0x1       \n",
            "    0xB0EC     0x0   Flags:                         0x3       \n",
            "    0xB0ED     0x1   SizeOfProlog:                  0xA       \n",
            "    0xB0EE     0x2   CountOfCodes:                  0x2       \n",
            "    0xB0EF     0x3   FrameRegister:                 0x0       \n",
            "    0xB0EF     0x3   FrameOffset:                   0x0       \n",
            "    0xB0F4     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE1B0     0x0   BeginAddress:                  0x96BF    \n",
            "0xE1B4     0x4   EndAddress:                    0x970E    \n",
            "0xE1B8     0x8   UnwindData:                    0xC0D8    \n",
            "    [UNWIND_INFO]\n",
            "    0xB0D8     0x0   Version:                       0x1       \n",
            "    0xB0D8     0x0   Flags:                         0x3       \n",
            "    0xB0D9     0x1   SizeOfProlog:                  0xB       \n",
            "    0xB0DA     0x2   CountOfCodes:                  0x3       \n",
            "    0xB0DB     0x3   FrameRegister:                 0x0       \n",
            "    0xB0DB     0x3   FrameOffset:                   0x0       \n",
            "    0xB0E4     0xC   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x28; .PUSHREG RBP; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE1BC     0x0   BeginAddress:                  0x970E    \n",
            "0xE1C0     0x4   EndAddress:                    0x975C    \n",
            "0xE1C4     0x8   UnwindData:                    0xC0D8    \n",
            "    [UNWIND_INFO]\n",
            "    0xB0D8     0x0   Version:                       0x1       \n",
            "    0xB0D8     0x0   Flags:                         0x3       \n",
            "    0xB0D9     0x1   SizeOfProlog:                  0xB       \n",
            "    0xB0DA     0x2   CountOfCodes:                  0x3       \n",
            "    0xB0DB     0x3   FrameRegister:                 0x0       \n",
            "    0xB0DB     0x3   FrameOffset:                   0x0       \n",
            "    0xB0E4     0xC   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x28; .PUSHREG RBP; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE1C8     0x0   BeginAddress:                  0x975C    \n",
            "0xE1CC     0x4   EndAddress:                    0x97AA    \n",
            "0xE1D0     0x8   UnwindData:                    0xC0D8    \n",
            "    [UNWIND_INFO]\n",
            "    0xB0D8     0x0   Version:                       0x1       \n",
            "    0xB0D8     0x0   Flags:                         0x3       \n",
            "    0xB0D9     0x1   SizeOfProlog:                  0xB       \n",
            "    0xB0DA     0x2   CountOfCodes:                  0x3       \n",
            "    0xB0DB     0x3   FrameRegister:                 0x0       \n",
            "    0xB0DB     0x3   FrameOffset:                   0x0       \n",
            "    0xB0E4     0xC   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x28; .PUSHREG RBP; .PUSHREG RBX\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE1D4     0x0   BeginAddress:                  0x97AA    \n",
            "0xE1D8     0x4   EndAddress:                    0x97C5    \n",
            "0xE1DC     0x8   UnwindData:                    0xC0EC    \n",
            "    [UNWIND_INFO]\n",
            "    0xB0EC     0x0   Version:                       0x1       \n",
            "    0xB0EC     0x0   Flags:                         0x3       \n",
            "    0xB0ED     0x1   SizeOfProlog:                  0xA       \n",
            "    0xB0EE     0x2   CountOfCodes:                  0x2       \n",
            "    0xB0EF     0x3   FrameRegister:                 0x0       \n",
            "    0xB0EF     0x3   FrameOffset:                   0x0       \n",
            "    0xB0F4     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE1E0     0x0   BeginAddress:                  0x9801    \n",
            "0xE1E4     0x4   EndAddress:                    0x9837    \n",
            "0xE1E8     0x8   UnwindData:                    0xC3E0    \n",
            "    [UNWIND_INFO]\n",
            "    0xB3E0     0x0   Version:                       0x1       \n",
            "    0xB3E0     0x0   Flags:                         0x3       \n",
            "    0xB3E1     0x1   SizeOfProlog:                  0xA       \n",
            "    0xB3E2     0x2   CountOfCodes:                  0x2       \n",
            "    0xB3E3     0x3   FrameRegister:                 0x0       \n",
            "    0xB3E3     0x3   FrameOffset:                   0x0       \n",
            "    0xB3E8     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE1EC     0x0   BeginAddress:                  0x9843    \n",
            "0xE1F0     0x4   EndAddress:                    0x9879    \n",
            "0xE1F4     0x8   UnwindData:                    0xC4B0    \n",
            "    [UNWIND_INFO]\n",
            "    0xB4B0     0x0   Version:                       0x1       \n",
            "    0xB4B0     0x0   Flags:                         0x3       \n",
            "    0xB4B1     0x1   SizeOfProlog:                  0xA       \n",
            "    0xB4B2     0x2   CountOfCodes:                  0x2       \n",
            "    0xB4B3     0x3   FrameRegister:                 0x0       \n",
            "    0xB4B3     0x3   FrameOffset:                   0x0       \n",
            "    0xB4B8     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE1F8     0x0   BeginAddress:                  0x98A9    \n",
            "0xE1FC     0x4   EndAddress:                    0x98DF    \n",
            "0xE200     0x8   UnwindData:                    0xC690    \n",
            "    [UNWIND_INFO]\n",
            "    0xB690     0x0   Version:                       0x1       \n",
            "    0xB690     0x0   Flags:                         0x3       \n",
            "    0xB691     0x1   SizeOfProlog:                  0xA       \n",
            "    0xB692     0x2   CountOfCodes:                  0x2       \n",
            "    0xB693     0x3   FrameRegister:                 0x0       \n",
            "    0xB693     0x3   FrameOffset:                   0x0       \n",
            "    0xB698     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x30; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE204     0x0   BeginAddress:                  0x99F7    \n",
            "0xE208     0x4   EndAddress:                    0x9A1D    \n",
            "0xE20C     0x8   UnwindData:                    0xCAD8    \n",
            "    [UNWIND_INFO]\n",
            "    0xBAD8     0x0   Version:                       0x1       \n",
            "    0xBAD8     0x0   Flags:                         0x0       \n",
            "    0xBAD9     0x1   SizeOfProlog:                  0x6       \n",
            "    0xBADA     0x2   CountOfCodes:                  0x2       \n",
            "    0xBADB     0x3   FrameRegister:                 0x0       \n",
            "    0xBADB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE210     0x0   BeginAddress:                  0x9A41    \n",
            "0xE214     0x4   EndAddress:                    0x9A61    \n",
            "0xE218     0x8   UnwindData:                    0xCCD0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBCD0     0x0   Version:                       0x1       \n",
            "    0xBCD0     0x0   Flags:                         0x3       \n",
            "    0xBCD1     0x1   SizeOfProlog:                  0xA       \n",
            "    0xBCD2     0x2   CountOfCodes:                  0x2       \n",
            "    0xBCD3     0x3   FrameRegister:                 0x0       \n",
            "    0xBCD3     0x3   FrameOffset:                   0x0       \n",
            "    0xBCD8     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE21C     0x0   BeginAddress:                  0x9A61    \n",
            "0xE220     0x4   EndAddress:                    0x9A81    \n",
            "0xE224     0x8   UnwindData:                    0xCD40    \n",
            "    [UNWIND_INFO]\n",
            "    0xBD40     0x0   Version:                       0x1       \n",
            "    0xBD40     0x0   Flags:                         0x3       \n",
            "    0xBD41     0x1   SizeOfProlog:                  0xA       \n",
            "    0xBD42     0x2   CountOfCodes:                  0x2       \n",
            "    0xBD43     0x3   FrameRegister:                 0x0       \n",
            "    0xBD43     0x3   FrameOffset:                   0x0       \n",
            "    0xBD48     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE228     0x0   BeginAddress:                  0x9A81    \n",
            "0xE22C     0x4   EndAddress:                    0x9AA4    \n",
            "0xE230     0x8   UnwindData:                    0xCDC0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBDC0     0x0   Version:                       0x1       \n",
            "    0xBDC0     0x0   Flags:                         0x3       \n",
            "    0xBDC1     0x1   SizeOfProlog:                  0xA       \n",
            "    0xBDC2     0x2   CountOfCodes:                  0x2       \n",
            "    0xBDC3     0x3   FrameRegister:                 0x0       \n",
            "    0xBDC3     0x3   FrameOffset:                   0x0       \n",
            "    0xBDC8     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x30; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE234     0x0   BeginAddress:                  0x9AA4    \n",
            "0xE238     0x4   EndAddress:                    0x9AC4    \n",
            "0xE23C     0x8   UnwindData:                    0xCE30    \n",
            "    [UNWIND_INFO]\n",
            "    0xBE30     0x0   Version:                       0x1       \n",
            "    0xBE30     0x0   Flags:                         0x3       \n",
            "    0xBE31     0x1   SizeOfProlog:                  0xA       \n",
            "    0xBE32     0x2   CountOfCodes:                  0x2       \n",
            "    0xBE33     0x3   FrameRegister:                 0x0       \n",
            "    0xBE33     0x3   FrameOffset:                   0x0       \n",
            "    0xBE38     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE240     0x0   BeginAddress:                  0x9AC4    \n",
            "0xE244     0x4   EndAddress:                    0x9AE4    \n",
            "0xE248     0x8   UnwindData:                    0xCEA0    \n",
            "    [UNWIND_INFO]\n",
            "    0xBEA0     0x0   Version:                       0x1       \n",
            "    0xBEA0     0x0   Flags:                         0x3       \n",
            "    0xBEA1     0x1   SizeOfProlog:                  0xA       \n",
            "    0xBEA2     0x2   CountOfCodes:                  0x2       \n",
            "    0xBEA3     0x3   FrameRegister:                 0x0       \n",
            "    0xBEA3     0x3   FrameOffset:                   0x0       \n",
            "    0xBEA8     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE24C     0x0   BeginAddress:                  0x9AE4    \n",
            "0xE250     0x4   EndAddress:                    0x9B07    \n",
            "0xE254     0x8   UnwindData:                    0xCF10    \n",
            "    [UNWIND_INFO]\n",
            "    0xBF10     0x0   Version:                       0x1       \n",
            "    0xBF10     0x0   Flags:                         0x3       \n",
            "    0xBF11     0x1   SizeOfProlog:                  0xA       \n",
            "    0xBF12     0x2   CountOfCodes:                  0x2       \n",
            "    0xBF13     0x3   FrameRegister:                 0x0       \n",
            "    0xBF13     0x3   FrameOffset:                   0x0       \n",
            "    0xBF18     0x8   ExceptionHandler:              0x903E    \n",
            "    Flags: UNW_FLAG_EHANDLER, UNW_FLAG_UHANDLER\n",
            "    Unwind codes: .ALLOCSTACK 0x30; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE258     0x0   BeginAddress:                  0x9B07    \n",
            "0xE25C     0x4   EndAddress:                    0x9B25    \n",
            "0xE260     0x8   UnwindData:                    0xCAD8    \n",
            "    [UNWIND_INFO]\n",
            "    0xBAD8     0x0   Version:                       0x1       \n",
            "    0xBAD8     0x0   Flags:                         0x0       \n",
            "    0xBAD9     0x1   SizeOfProlog:                  0x6       \n",
            "    0xBADA     0x2   CountOfCodes:                  0x2       \n",
            "    0xBADB     0x3   FrameRegister:                 0x0       \n",
            "    0xBADB     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x20; .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE264     0x0   BeginAddress:                  0x9B25    \n",
            "0xE268     0x4   EndAddress:                    0x9B3D    \n",
            "0xE26C     0x8   UnwindData:                    0xCF90    \n",
            "    [UNWIND_INFO]\n",
            "    0xBF90     0x0   Version:                       0x1       \n",
            "    0xBF90     0x0   Flags:                         0x0       \n",
            "    0xBF91     0x1   SizeOfProlog:                  0x2       \n",
            "    0xBF92     0x2   CountOfCodes:                  0x1       \n",
            "    0xBF93     0x3   FrameRegister:                 0x0       \n",
            "    0xBF93     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .PUSHREG RBP\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE270     0x0   BeginAddress:                  0x9B40    \n",
            "0xE274     0x4   EndAddress:                    0x9B5A    \n",
            "0xE278     0x8   UnwindData:                    0xBE60    \n",
            "    [UNWIND_INFO]\n",
            "    0xAE60     0x0   Version:                       0x1       \n",
            "    0xAE60     0x0   Flags:                         0x0       \n",
            "    0xAE61     0x1   SizeOfProlog:                  0x4       \n",
            "    0xAE62     0x2   CountOfCodes:                  0x1       \n",
            "    0xAE63     0x3   FrameRegister:                 0x0       \n",
            "    0xAE63     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .ALLOCSTACK 0x28\n",
            "[RUNTIME_FUNCTION]\n",
            "0xE27C     0x0   BeginAddress:                  0x9B60    \n",
            "0xE280     0x4   EndAddress:                    0x9BBE    \n",
            "0xE284     0x8   UnwindData:                    0xBDD0    \n",
            "    [UNWIND_INFO]\n",
            "    0xADD0     0x0   Version:                       0x1       \n",
            "    0xADD0     0x0   Flags:                         0x0       \n",
            "    0xADD1     0x1   SizeOfProlog:                  0xF       \n",
            "    0xADD2     0x2   CountOfCodes:                  0x6       \n",
            "    0xADD3     0x3   FrameRegister:                 0x0       \n",
            "    0xADD3     0x3   FrameOffset:                   0x0       \n",
            "    Flags: \n",
            "    Unwind codes: .SAVEREG RSI, 0x38; .SAVEREG RBX, 0x30; .ALLOCSTACK 0x20; .PUSHREG RDI\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Computing Hash"
      ],
      "metadata": {
        "id": "kvcAY1sQv0m-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import sys\n",
        "import hashlib\n",
        "\n",
        "filename = \"AI_RMF_Playbook.pdf\"\n",
        "\n"
      ],
      "metadata": {
        "id": "kVNDtBX_sraz"
      },
      "execution_count": 82,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "BUF_SIZE = 65536\n",
        "\n",
        "md5 = hashlib.md5()\n",
        "sha256 = hashlib.sha256()\n",
        "\n",
        "with open(filename, \"rb\") as f :\n",
        "  while True :\n",
        "    data = f.read(BUF_SIZE)\n",
        "    if not data :\n",
        "      break\n",
        "    md5.update(data)\n",
        "    sha256.update(data)\n",
        "\n"
      ],
      "metadata": {
        "id": "UbdeG3qcv-eO"
      },
      "execution_count": 87,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"MD5 : {0}\".format(md5.hexdigest()))\n",
        "\n",
        "print(\"SHA256 : {0}\".format(sha256.hexdigest()))\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LjdTT5D_wfn9",
        "outputId": "21bcca8a-7cb2-4a2b-a441-0d66997e8d5b"
      },
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MD5 : d42d1ab9c46c98835d3302f830f863ee\n",
            "SHA256 : 8b0540133f737cd70b4d83deb20c53b4841c3f88369fb8de89d5ab3923da3632\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Tackling Class Imbalances"
      ],
      "metadata": {
        "id": "EJbD60xX5aZ7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn import tree\n",
        "from sklearn.metrics import balanced_accuracy_score\n",
        "import numpy as np\n",
        "import scipy.sparse\n",
        "import collections\n"
      ],
      "metadata": {
        "id": "3Af62Erkw7e1"
      },
      "execution_count": 89,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train = scipy.sparse.load_npz(\"training_data.npz\")\n",
        "y_train = np.load(\"training_labels.npy\")\n",
        "\n",
        "X_test = scipy.sparse.load_npz(\"test_data.npz\")\n",
        "y_test = np.load(\"test_labels.npy\")"
      ],
      "metadata": {
        "id": "60CTN6wRyApS"
      },
      "execution_count": 90,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dt = tree.DecisionTreeClassifier()\n",
        "\n",
        "dt.fit(X_train, y_train)\n",
        "\n",
        "dt_pred = dt.predict(X_test)\n",
        "\n",
        "print(collections.Counter(dt_pred))\n",
        "\n",
        "print(balanced_accuracy_score(y_test, dt_pred))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "55KmSwj16Z2E",
        "outputId": "6ab895f2-bf0b-4dc5-ec53-7ee591ba832a"
      },
      "execution_count": 92,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Counter({0: 121, 1: 10})\n",
            "0.8333333333333333\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dt_weighted = tree.DecisionTreeClassifier(class_weight=\"balanced\")\n",
        "\n",
        "dt_weighted.fit(X_train, y_train)\n",
        "\n",
        "dt_weighted_pred = dt_weighted.predict(X_test)\n",
        "\n",
        "print(collections.Counter(dt_weighted_pred))\n",
        "\n",
        "print(balanced_accuracy_score(y_test, dt_weighted_pred))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nfIzFFUd60dR",
        "outputId": "eea05bf5-246e-449f-f6b0-bd0b620f10e9"
      },
      "execution_count": 93,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Counter({0: 114, 1: 17})\n",
            "0.9913793103448276\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "t00QHVyy7TWp"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}